DataFrame
NO COMPARISON TARGET
13173
ROWS
0
DUPLICATES
23.6 MB
RAM
152
FEATURES
11
CATEGORICAL
141
NUMERICAL
0
TEXT
2.3.1
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
patient_id
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
13,173
(100%)
ZEROES:
---
MAX
1000k
95%
957k
Q3
781k
MEDIAN
556k
AVG
555k
Q1
335k
5%
146k
MIN
100k
RANGE
900k
IQR
446k
STD
259k
VAR
67.3B
KURT.
-1.19
SKEW
-0.022
SUM
7.3B
2
patient_race
VALUES:
6,516
(49%)
MISSING:
6,657
(51%)
DISTINCT:
5
(<1%)
3
payer_type
VALUES:
11,408
(87%)
MISSING:
1,765
(13%)
DISTINCT:
3
(<1%)
4
patient_state
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
44
(<1%)
5
patient_zip3
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
751
(6%)
ZEROES:
---
MAX
995
95%
950
Q3
832
AVG
569
MEDIAN
557
Q1
330
5%
114
MIN
100
RANGE
895
IQR
502
STD
276
VAR
76,043
KURT.
-1.27
SKEW
-0.105
SUM
7.5M
6
Region
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
7
Division
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
8
patient_age
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
67
(<1%)
ZEROES:
---
MAX
91.0
95%
83.0
Q3
67.0
AVG
59.3
MEDIAN
59.0
Q1
50.0
5%
38.0
MIN
18.0
RANGE
73.0
IQR
17.0
STD
13.2
VAR
175
KURT.
-0.079
SKEW
0.157
SUM
781k
9
patient_gender
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
10
bmi
VALUES:
4,102
(31%)
MISSING:
9,071
(69%)
DISTINCT:
1,304
(10%)
ZEROES:
---
MAX
97.0
95%
39.8
Q3
33.0
AVG
29.2
MEDIAN
28.6
Q1
24.8
5%
21.0
MIN
15.0
RANGE
82.0
IQR
8.18
STD
5.75
VAR
33.1
KURT.
6.93
SKEW
0.990
SUM
120k
11
breast_cancer_diagnosis_code
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
47
(<1%)
12
breast_cancer_diagnosis_desc
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
47
(<1%)
13
metastatic_cancer_diagnosis_code
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
43
(<1%)
14
metastatic_first_novel_treatment
VALUES:
11
(<1%)
MISSING:
13,162
(>99%)
DISTINCT:
2
(<1%)
15
metastatic_first_novel_treatment_type
VALUES:
11
(<1%)
MISSING:
13,162
(>99%)
DISTINCT:
1
(<1%)
16
population
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
751
(6%)
ZEROES:
---
MAX
71,374
95%
43,030
Q3
30,021
AVG
20,651
MEDIAN
18,953
Q1
9,160
5%
3,391
MIN
636
RANGE
70,739
IQR
20,861
STD
13,840
VAR
191.6M
KURT.
1.25
SKEW
0.970
SUM
272.0M
17
density
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
747
(6%)
ZEROES:
---
MAX
29,852
95%
6,431
Q3
1,667
AVG
1,777
MEDIAN
700
Q1
163
5%
34
MIN
1
RANGE
29,851
IQR
1,503
STD
3,876
VAR
15.0M
KURT.
26.2
SKEW
4.78
SUM
23.4M
18
age_median
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
594
(5%)
ZEROES:
---
MAX
54.6
95%
48.0
Q3
42.9
MEDIAN
40.6
AVG
40.5
Q1
37.2
5%
34.7
MIN
20.6
RANGE
34.0
IQR
5.75
STD
4.03
VAR
16.2
KURT.
0.141
SKEW
0.257
SUM
534k
19
age_under_10
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
450
(3%)
ZEROES:
5
(<1%)
MAX
17.7
95%
13.4
Q3
12.1
AVG
11.1
MEDIAN
11.0
Q1
10.2
5%
8.7
MIN
0.0
RANGE
17.7
IQR
1.99
STD
1.51
VAR
2.28
KURT.
1.35
SKEW
-0.161
SUM
146k
20
age_10_to_19
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
472
(4%)
ZEROES:
---
MAX
35.3
95%
15.7
Q3
13.9
MEDIAN
12.9
AVG
12.9
Q1
11.7
5%
10.0
MIN
6.3
RANGE
29.0
IQR
2.26
STD
1.95
VAR
3.81
KURT.
10.3
SKEW
1.19
SUM
169k
21
age_20s
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
519
(4%)
ZEROES:
---
MAX
62.1
95%
18.7
Q3
15.0
AVG
13.3
MEDIAN
12.5
Q1
11.0
5%
9.4
MIN
5.9
RANGE
56.2
IQR
3.97
STD
3.39
VAR
11.5
KURT.
19.2
SKEW
2.37
SUM
175k
22
age_30s
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
457
(3%)
ZEROES:
---
MAX
25.5
95%
17.4
Q3
14.1
AVG
12.9
MEDIAN
12.4
Q1
11.3
5%
9.8
MIN
1.5
RANGE
24.0
IQR
2.86
STD
2.41
VAR
5.81
KURT.
1.38
SKEW
0.984
SUM
170k
23
age_40s
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
405
(3%)
ZEROES:
---
MAX
17.8
95%
14.1
Q3
12.9
MEDIAN
12.1
AVG
12.1
Q1
11.3
5%
9.9
MIN
0.8
RANGE
17.0
IQR
1.51
STD
1.25
VAR
1.56
KURT.
2.71
SKEW
-0.453
SUM
159k
24
age_50s
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
460
(3%)
ZEROES:
5
(<1%)
MAX
21.7
95%
15.9
Q3
14.6
MEDIAN
13.6
AVG
13.5
Q1
12.3
5%
10.9
MIN
0.0
RANGE
21.7
IQR
2.31
STD
1.67
VAR
2.79
KURT.
1.81
SKEW
-0.137
SUM
177k
25
age_60s
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
524
(4%)
ZEROES:
---
MAX
24.5
95%
17.7
Q3
14.0
AVG
12.6
MEDIAN
12.5
Q1
10.6
5%
9.1
MIN
0.2
RANGE
24.3
IQR
3.37
STD
2.57
VAR
6.61
KURT.
0.690
SKEW
0.646
SUM
166k
26
age_70s
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
493
(4%)
ZEROES:
5
(<1%)
MAX
19.0
95%
12.0
Q3
8.8
AVG
7.7
MEDIAN
7.3
Q1
6.0
5%
5.0
MIN
0.0
RANGE
19.0
IQR
2.83
STD
2.14
VAR
4.57
KURT.
1.47
SKEW
1.06
SUM
101k
27
age_over_80
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
368
(3%)
ZEROES:
5
(<1%)
MAX
18.8
95%
6.1
Q3
4.6
AVG
4.0
MEDIAN
3.8
Q1
3.3
5%
2.4
MIN
0.0
RANGE
18.8
IQR
1.24
STD
1.26
VAR
1.58
KURT.
22.3
SKEW
2.94
SUM
52,974
28
male
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
440
(3%)
ZEROES:
---
MAX
61.6
95%
53.0
Q3
51.0
AVG
50.1
MEDIAN
50.0
Q1
49.1
5%
47.7
MIN
39.7
RANGE
21.9
IQR
1.80
STD
1.69
VAR
2.87
KURT.
5.41
SKEW
0.725
SUM
660k
29
female
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
441
(3%)
ZEROES:
---
MAX
60.3
95%
52.3
Q3
50.9
MEDIAN
50.0
AVG
49.9
Q1
49.0
5%
47.0
MIN
38.4
RANGE
21.9
IQR
1.80
STD
1.69
VAR
2.87
KURT.
5.41
SKEW
-0.725
SUM
657k
30
married
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
657
(5%)
ZEROES:
---
MAX
66.9
95%
57.3
Q3
53.0
MEDIAN
49.4
AVG
47.6
Q1
42.9
5%
32.7
MIN
0.9
RANGE
66.0
IQR
10.1
STD
7.53
VAR
56.7
KURT.
0.284
SKEW
-0.760
SUM
628k
31
divorced
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
509
(4%)
ZEROES:
---
MAX
21.0
95%
16.0
Q3
14.2
MEDIAN
12.7
AVG
12.7
Q1
11.2
5%
9.7
MIN
0.2
RANGE
20.8
IQR
3.03
STD
2.06
VAR
4.23
KURT.
0.073
SKEW
0.063
SUM
167k
32
never_married
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
632
(5%)
ZEROES:
---
MAX
98.9
95%
49.8
Q3
39.3
AVG
33.8
MEDIAN
32.0
Q1
27.3
5%
24.0
MIN
13.4
RANGE
85.5
IQR
12.0
STD
8.13
VAR
66.0
KURT.
1.08
SKEW
0.875
SUM
446k
33
widowed
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
439
(3%)
ZEROES:
5
(<1%)
MAX
20.6
95%
8.6
Q3
6.6
AVG
5.8
MEDIAN
5.5
Q1
4.8
5%
3.8
MIN
0.0
RANGE
20.6
IQR
1.84
STD
1.56
VAR
2.42
KURT.
7.90
SKEW
1.61
SUM
77,011
34
family_size
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
109
(<1%)
ZEROES:
---
MAX
4.17
95%
3.65
Q3
3.33
AVG
3.20
MEDIAN
3.16
Q1
3.03
5%
2.90
MIN
2.55
RANGE
1.62
IQR
0.300
STD
0.223
VAR
0.050
KURT.
0.713
SKEW
0.787
SUM
42,090
35
family_dual_income
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
666
(5%)
ZEROES:
---
MAX
65.6
95%
61.7
Q3
56.2
MEDIAN
52.6
AVG
51.8
Q1
47.7
5%
39.4
MIN
19.3
RANGE
46.3
IQR
8.43
STD
6.70
VAR
44.8
KURT.
0.034
SKEW
-0.524
SUM
682k
36
income_household_median
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
750
(6%)
ZEROES:
---
MAX
164k
95%
117k
Q3
83k
AVG
74k
MEDIAN
70k
Q1
61k
5%
48k
MIN
29k
RANGE
135k
IQR
21,976
STD
20,426
VAR
417.2M
KURT.
1.53
SKEW
1.11
SUM
976.4M
37
income_household_under_5
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
381
(3%)
ZEROES:
---
MAX
19.6
95%
6.0
Q3
4.1
AVG
3.3
MEDIAN
2.9
Q1
2.3
5%
1.7
MIN
0.8
RANGE
18.9
IQR
1.81
STD
1.43
VAR
2.05
KURT.
10.9
SKEW
1.99
SUM
43,275
38
income_household_5_to_10
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
377
(3%)
ZEROES:
---
MAX
11.9
95%
5.2
Q3
3.1
AVG
2.5
MEDIAN
2.2
Q1
1.5
5%
1.1
MIN
0.4
RANGE
11.5
IQR
1.60
STD
1.33
VAR
1.76
KURT.
3.55
SKEW
1.58
SUM
33,390
39
income_household_10_to_15
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
451
(3%)
ZEROES:
---
MAX
14.3
95%
7.7
Q3
5.1
AVG
4.2
MEDIAN
3.8
Q1
2.9
5%
1.9
MIN
1.0
RANGE
13.3
IQR
2.19
STD
1.75
VAR
3.07
KURT.
1.14
SKEW
1.01
SUM
54,775
40
income_household_15_to_20
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
430
(3%)
ZEROES:
---
MAX
12.4
95%
6.5
Q3
4.6
AVG
3.9
MEDIAN
3.8
Q1
2.9
5%
2.1
MIN
1.0
RANGE
11.4
IQR
1.70
STD
1.40
VAR
1.97
KURT.
1.08
SKEW
0.807
SUM
51,924
41
income_household_20_to_25
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
418
(3%)
ZEROES:
---
MAX
14.3
95%
6.4
Q3
4.8
AVG
4.1
MEDIAN
4.0
Q1
3.2
5%
2.1
MIN
1.1
RANGE
13.2
IQR
1.67
STD
1.33
VAR
1.76
KURT.
1.43
SKEW
0.708
SUM
53,743
42
income_household_25_to_35
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
501
(4%)
ZEROES:
---
MAX
26.6
95%
12.0
Q3
9.9
MEDIAN
8.4
AVG
8.4
Q1
7.0
5%
4.9
MIN
2.6
RANGE
23.9
IQR
2.93
STD
2.21
VAR
4.90
KURT.
0.670
SKEW
0.225
SUM
111k
43
income_household_35_to_50
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
503
(4%)
ZEROES:
---
MAX
24.1
95%
15.4
Q3
13.3
MEDIAN
11.8
AVG
11.6
Q1
9.9
5%
6.7
MIN
1.7
RANGE
22.4
IQR
3.39
STD
2.58
VAR
6.64
KURT.
0.308
SKEW
-0.122
SUM
153k
44
income_household_50_to_75
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
510
(4%)
ZEROES:
---
MAX
27.1
95%
21.2
Q3
18.5
MEDIAN
17.1
AVG
16.9
Q1
15.4
5%
12.5
MIN
5.0
RANGE
22.2
IQR
3.16
STD
2.73
VAR
7.43
KURT.
0.832
SKEW
-0.229
SUM
223k
45
income_household_75_to_100
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
487
(4%)
ZEROES:
---
MAX
24.8
95%
15.8
Q3
14.0
MEDIAN
12.7
AVG
12.7
Q1
11.3
5%
9.5
MIN
4.7
RANGE
20.1
IQR
2.61
STD
1.85
VAR
3.42
KURT.
0.194
SKEW
0.033
SUM
167k
46
income_household_100_to_150
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
566
(4%)
ZEROES:
---
MAX
27.5
95%
20.6
Q3
18.4
MEDIAN
15.9
AVG
15.8
Q1
13.6
5%
10.5
MIN
4.3
RANGE
23.2
IQR
4.80
STD
3.14
VAR
9.85
KURT.
-0.412
SKEW
-0.186
SUM
208k
47
income_household_150_over
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
624
(5%)
ZEROES:
---
MAX
52.8
95%
36.5
Q3
21.2
AVG
16.6
MEDIAN
14.7
Q1
10.1
5%
6.2
MIN
0.8
RANGE
52.0
IQR
11.1
STD
8.89
VAR
79.1
KURT.
1.17
SKEW
1.16
SUM
219k
48
income_household_six_figure
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
670
(5%)
ZEROES:
---
MAX
69.0
95%
55.0
Q3
38.8
AVG
32.4
MEDIAN
30.5
Q1
24.6
5%
17.1
MIN
5.7
RANGE
63.3
IQR
14.2
STD
11.0
VAR
121
KURT.
0.054
SKEW
0.649
SUM
427k
49
income_individual_median
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
751
(6%)
ZEROES:
---
MAX
88,910
95%
52,779
Q3
39,706
AVG
36,606
MEDIAN
35,211
Q1
31,256
5%
25,998
MIN
4,316
RANGE
84,594
IQR
8,450
STD
8,513
VAR
72.5M
KURT.
2.79
SKEW
1.27
SUM
482.2M
50
home_ownership
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
683
(5%)
ZEROES:
---
MAX
90.4
95%
83.1
Q3
77.2
MEDIAN
69.9
AVG
65.9
Q1
56.5
5%
31.5
MIN
15.8
RANGE
74.5
IQR
20.7
STD
14.5
VAR
210
KURT.
0.361
SKEW
-0.946
SUM
868k
51
housing_units
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
750
(6%)
ZEROES:
5
(<1%)
MAX
25,923
95%
16,084
Q3
10,939
AVG
7,589
MEDIAN
6,994
Q1
3,381
5%
1,272
MIN
0
RANGE
25,923
IQR
7,558
STD
4,967
VAR
24.7M
KURT.
1.42
SKEW
0.974
SUM
100.0M
52
home_value
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
750
(6%)
ZEROES:
---
MAX
1.9M
95%
0.9M
Q3
0.4M
AVG
0.3M
MEDIAN
0.2M
Q1
0.2M
5%
0.1M
MIN
0.1M
RANGE
1.8M
IQR
239k
STD
253k
VAR
64.0B
KURT.
2.44
SKEW
1.66
SUM
4.4B
53
rent_median
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
748
(6%)
ZEROES:
---
MAX
2,965
95%
2,091
Q3
1,478
AVG
1,230
MEDIAN
1,155
Q1
889
5%
717
MIN
448
RANGE
2,517
IQR
589
STD
429
VAR
184k
KURT.
0.028
SKEW
0.843
SUM
16.2M
54
rent_burden
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
596
(5%)
ZEROES:
---
MAX
108.6
95%
38.8
Q3
33.6
AVG
31.2
MEDIAN
30.8
Q1
28.2
5%
24.2
MIN
17.8
RANGE
90.8
IQR
5.45
STD
4.77
VAR
22.8
KURT.
14.2
SKEW
1.80
SUM
411k
55
education_less_highschool
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
591
(4%)
ZEROES:
5
(<1%)
MAX
34.3
95%
21.3
Q3
15.0
AVG
11.9
MEDIAN
10.8
Q1
8.4
5%
5.8
MIN
0.0
RANGE
34.3
IQR
6.65
STD
5.04
VAR
25.4
KURT.
2.15
SKEW
1.20
SUM
157k
56
education_highschool
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
671
(5%)
ZEROES:
5
(<1%)
MAX
54.0
95%
41.2
Q3
33.5
AVG
27.7
MEDIAN
27.5
Q1
21.6
5%
15.1
MIN
0.0
RANGE
54.0
IQR
11.9
STD
8.06
VAR
64.9
KURT.
-0.362
SKEW
0.150
SUM
365k
57
education_some_college
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
617
(5%)
ZEROES:
---
MAX
50.1
95%
36.6
Q3
32.4
MEDIAN
29.3
AVG
28.9
Q1
25.7
5%
20.6
MIN
7.2
RANGE
42.9
IQR
6.64
STD
5.07
VAR
25.7
KURT.
0.450
SKEW
-0.391
SUM
380k
58
education_bachelors
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
630
(5%)
ZEROES:
---
MAX
41.7
95%
30.3
Q3
23.9
AVG
19.3
MEDIAN
18.9
Q1
14.0
5%
10.1
MIN
2.5
RANGE
39.2
IQR
9.91
STD
6.26
VAR
39.1
KURT.
-0.371
SKEW
0.397
SUM
254k
59
education_graduate
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
586
(4%)
ZEROES:
---
MAX
51.8
95%
22.5
Q3
15.8
AVG
12.2
MEDIAN
10.8
Q1
7.5
5%
5.1
MIN
2.1
RANGE
49.8
IQR
8.30
STD
5.98
VAR
35.8
KURT.
3.03
SKEW
1.33
SUM
161k
60
education_college_or_above
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
670
(5%)
ZEROES:
---
MAX
77.8
95%
51.7
Q3
38.7
AVG
31.5
MEDIAN
29.8
Q1
21.9
5%
15.8
MIN
7.0
RANGE
70.8
IQR
16.8
STD
11.8
VAR
139
KURT.
0.215
SKEW
0.702
SUM
415k
61
education_stem_degree
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
610
(5%)
ZEROES:
---
MAX
73.0
95%
51.1
Q3
46.1
AVG
43.3
MEDIAN
43.0
Q1
40.2
5%
36.8
MIN
23.9
RANGE
49.1
IQR
5.92
STD
4.57
VAR
20.9
KURT.
2.41
SKEW
0.782
SUM
570k
62
labor_force_participation
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
656
(5%)
ZEROES:
---
MAX
78.7
95%
70.5
Q3
65.7
MEDIAN
62.8
AVG
61.6
Q1
58.0
5%
50.5
MIN
30.7
RANGE
48.0
IQR
7.72
STD
5.98
VAR
35.7
KURT.
0.775
SKEW
-0.689
SUM
812k
63
unemployment_rate
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
469
(4%)
ZEROES:
---
MAX
18.8
95%
9.3
Q3
6.8
AVG
5.9
MEDIAN
5.5
Q1
4.7
5%
3.4
MIN
0.8
RANGE
18.0
IQR
2.13
STD
1.92
VAR
3.69
KURT.
2.54
SKEW
1.23
SUM
78,291
64
self_employed
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
561
(4%)
ZEROES:
---
MAX
25.5
95%
19.8
Q3
15.1
AVG
13.2
MEDIAN
12.7
Q1
11.0
5%
8.7
MIN
2.3
RANGE
23.3
IQR
4.07
STD
3.39
VAR
11.5
KURT.
0.772
SKEW
0.760
SUM
174k
65
farmer
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
451
(3%)
ZEROES:
1,496
(11%)
MAX
25.3
95%
9.3
Q3
2.4
AVG
1.9
MEDIAN
0.5
Q1
0.0
5%
0.0
MIN
0.0
RANGE
25.3
IQR
2.35
STD
3.19
VAR
10.2
KURT.
8.65
SKEW
2.68
SUM
25,434
66
race_white
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
666
(5%)
ZEROES:
---
MAX
98.4
95%
94.3
Q3
85.8
MEDIAN
70.9
AVG
70.0
Q1
56.2
5%
39.9
MIN
14.5
RANGE
83.9
IQR
29.5
STD
17.9
VAR
322
KURT.
-0.550
SKEW
-0.413
SUM
922k
67
race_black
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
565
(4%)
ZEROES:
---
MAX
69.7
95%
37.1
Q3
16.3
AVG
11.4
MEDIAN
6.4
Q1
2.3
5%
0.7
MIN
0.1
RANGE
69.6
IQR
14.0
STD
12.4
VAR
154
KURT.
2.47
SKEW
1.59
SUM
151k
68
race_asian
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
380
(3%)
ZEROES:
3
(<1%)
MAX
49.9
95%
19.0
Q3
7.0
AVG
5.4
MEDIAN
2.8
Q1
1.1
5%
0.4
MIN
0.0
RANGE
49.9
IQR
5.95
STD
6.64
VAR
44.0
KURT.
6.04
SKEW
2.27
SUM
70,700
69
race_native
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
217
(2%)
ZEROES:
11
(<1%)
MAX
76.9
95%
3.5
Q3
0.8
AVG
0.9
MEDIAN
0.4
Q1
0.2
5%
0.1
MIN
0.0
RANGE
76.9
IQR
0.570
STD
2.32
VAR
5.37
KURT.
379
SKEW
15.8
SUM
11,596
70
race_pacific
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
72
(<1%)
ZEROES:
493
(4%)
MAX
14.8
95%
0.5
Q3
0.1
AVG
0.1
MEDIAN
0.1
Q1
0.0
5%
0.0
MIN
0.0
RANGE
14.8
IQR
0.130
STD
0.530
VAR
0.281
KURT.
619
SKEW
23.1
SUM
1,833
71
race_other
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
430
(3%)
ZEROES:
1
(<1%)
MAX
33.2
95%
21.4
Q3
7.8
AVG
5.6
MEDIAN
3.5
Q1
1.3
5%
0.5
MIN
0.0
RANGE
33.2
IQR
6.54
STD
6.19
VAR
38.4
KURT.
3.74
SKEW
1.92
SUM
74,142
72
race_multiple
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
511
(4%)
ZEROES:
---
MAX
26.4
95%
12.1
Q3
8.8
AVG
6.6
MEDIAN
5.7
Q1
3.9
5%
2.4
MIN
0.4
RANGE
26.0
IQR
4.99
STD
3.54
VAR
12.5
KURT.
2.19
SKEW
1.21
SUM
86,534
73
hispanic
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
621
(5%)
ZEROES:
---
MAX
91.0
95%
51.0
Q3
27.5
AVG
18.1
MEDIAN
12.0
Q1
4.7
5%
2.0
MIN
0.1
RANGE
91.0
IQR
22.8
STD
16.8
VAR
283
KURT.
1.21
SKEW
1.26
SUM
239k
74
disabled
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
608
(5%)
ZEROES:
---
MAX
35.2
95%
20.2
Q3
15.7
AVG
13.4
MEDIAN
13.0
Q1
10.3
5%
8.8
MIN
4.6
RANGE
30.6
IQR
5.37
STD
3.70
VAR
13.7
KURT.
1.86
SKEW
1.01
SUM
177k
75
poverty
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
615
(5%)
ZEROES:
---
MAX
38.4
95%
22.8
Q3
16.4
AVG
13.4
MEDIAN
12.2
Q1
9.9
5%
7.0
MIN
3.4
RANGE
34.9
IQR
6.54
STD
5.11
VAR
26.1
KURT.
0.984
SKEW
0.933
SUM
177k
76
limited_english
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
384
(3%)
ZEROES:
8
(<1%)
MAX
26.8
95%
14.7
Q3
6.0
AVG
4.4
MEDIAN
2.8
Q1
0.9
5%
0.3
MIN
0.0
RANGE
26.8
IQR
5.04
STD
4.78
VAR
22.9
KURT.
2.68
SKEW
1.72
SUM
57,957
77
commute_time
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
587
(4%)
ZEROES:
---
MAX
48.0
95%
36.7
Q3
30.7
AVG
28.0
MEDIAN
27.8
Q1
24.9
5%
20.2
MIN
12.5
RANGE
35.6
IQR
5.84
STD
5.09
VAR
25.9
KURT.
2.09
SKEW
0.879
SUM
369k
78
health_uninsured
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
586
(4%)
ZEROES:
---
MAX
27.6
95%
16.8
Q3
10.4
AVG
8.5
MEDIAN
7.4
Q1
5.6
5%
3.9
MIN
2.4
RANGE
25.1
IQR
4.79
STD
4.17
VAR
17.4
KURT.
2.34
SKEW
1.43
SUM
112k
79
veteran
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
515
(4%)
ZEROES:
---
MAX
25.2
95%
12.5
Q3
8.8
AVG
7.1
MEDIAN
7.0
Q1
5.0
5%
2.5
MIN
1.2
RANGE
24.0
IQR
3.78
STD
3.10
VAR
9.62
KURT.
2.78
SKEW
1.05
SUM
93,493
80
Average of Jan-13
VALUES:
13,140
(>99%)
MISSING:
33
(<1%)
DISTINCT:
672
(5%)
ZEROES:
---
MAX
72.4
95%
58.4
Q3
50.0
AVG
39.0
MEDIAN
35.4
Q1
28.0
5%
20.1
MIN
6.8
RANGE
65.6
IQR
21.9
STD
13.3
VAR
178
KURT.
-0.669
SKEW
0.326
SUM
512k
81
Average of Feb-13
VALUES:
13,170
(>99%)
MISSING:
3
(<1%)
DISTINCT:
680
(5%)
ZEROES:
---
MAX
71.0
95%
60.4
Q3
51.2
AVG
39.2
MEDIAN
36.7
Q1
27.2
5%
20.8
MIN
8.9
RANGE
62.1
IQR
23.9
STD
13.7
VAR
188
KURT.
-1.02
SKEW
0.273
SUM
517k
82
Average of Mar-13
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
661
(5%)
ZEROES:
---
MAX
70.7
95%
62.7
Q3
57.3
AVG
44.5
MEDIAN
40.6
Q1
33.8
5%
28.7
MIN
14.0
RANGE
56.7
IQR
23.4
STD
12.3
VAR
152
KURT.
-1.23
SKEW
0.212
SUM
586k
83
Average of Apr-13
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
649
(5%)
ZEROES:
---
MAX
76.7
95%
71.2
Q3
62.8
AVG
54.8
MEDIAN
53.6
Q1
47.1
5%
40.2
MIN
29.3
RANGE
47.4
IQR
15.6
STD
9.53
VAR
90.7
KURT.
-0.676
SKEW
0.088
SUM
722k
84
Average of May-13
VALUES:
13,170
(>99%)
MISSING:
3
(<1%)
DISTINCT:
630
(5%)
ZEROES:
---
MAX
81.5
95%
75.2
Q3
67.9
AVG
64.5
MEDIAN
63.9
Q1
60.2
5%
55.2
MIN
43.3
RANGE
38.2
IQR
7.75
STD
6.10
VAR
37.2
KURT.
-0.126
SKEW
0.346
SUM
849k
85
Average of Jun-13
VALUES:
13,153
(>99%)
MISSING:
20
(<1%)
DISTINCT:
624
(5%)
ZEROES:
---
MAX
91.6
95%
83.0
Q3
76.0
AVG
72.3
MEDIAN
71.2
Q1
68.2
5%
64.2
MIN
56.6
RANGE
35.0
IQR
7.80
STD
6.31
VAR
39.8
KURT.
-0.022
SKEW
0.586
SUM
951k
86
Average of Jul-13
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
589
(4%)
ZEROES:
---
MAX
96.5
95%
84.0
Q3
78.6
AVG
75.6
MEDIAN
74.5
Q1
71.8
5%
68.7
MIN
60.1
RANGE
36.3
IQR
6.89
STD
5.29
VAR
28.0
KURT.
1.29
SKEW
0.816
SUM
995k
87
Average of Aug-13
VALUES:
13,156
(>99%)
MISSING:
17
(<1%)
DISTINCT:
624
(5%)
ZEROES:
---
MAX
92.3
95%
85.9
Q3
76.4
AVG
74.0
MEDIAN
72.5
Q1
70.0
5%
66.6
MIN
56.9
RANGE
35.5
IQR
6.44
STD
5.95
VAR
35.4
KURT.
0.162
SKEW
0.874
SUM
974k
88
Average of Sep-13
VALUES:
13,146
(>99%)
MISSING:
27
(<1%)
DISTINCT:
632
(5%)
ZEROES:
---
MAX
86.4
95%
81.6
Q3
73.9
AVG
69.5
MEDIAN
68.3
Q1
64.3
5%
60.1
MIN
48.1
RANGE
38.3
IQR
9.67
STD
6.89
VAR
47.5
KURT.
-0.754
SKEW
0.428
SUM
913k
89
Average of Oct-13
VALUES:
13,114
(>99%)
MISSING:
59
(<1%)
DISTINCT:
645
(5%)
ZEROES:
---
MAX
80.2
95%
73.1
Q3
65.5
AVG
58.8
MEDIAN
57.2
Q1
52.6
5%
47.4
MIN
39.8
RANGE
40.4
IQR
13.0
STD
8.17
VAR
66.7
KURT.
-0.430
SKEW
0.366
SUM
771k
90
Average of Nov-13
VALUES:
13,170
(>99%)
MISSING:
3
(<1%)
DISTINCT:
646
(5%)
ZEROES:
---
MAX
76.6
95%
65.2
Q3
55.4
AVG
47.1
MEDIAN
43.4
Q1
37.8
5%
33.5
MIN
24.2
RANGE
52.4
IQR
17.6
STD
11.3
VAR
127
KURT.
-0.575
SKEW
0.625
SUM
620k
91
Average of Dec-13
VALUES:
13,170
(>99%)
MISSING:
3
(<1%)
DISTINCT:
682
(5%)
ZEROES:
---
MAX
74.5
95%
60.9
Q3
48.6
AVG
38.9
MEDIAN
36.5
Q1
27.6
5%
18.5
MIN
-1.1
RANGE
75.6
IQR
21.0
STD
14.4
VAR
207
KURT.
-0.430
SKEW
0.247
SUM
513k
92
Average of Jan-14
VALUES:
13,169
(>99%)
MISSING:
4
(<1%)
DISTINCT:
686
(5%)
ZEROES:
---
MAX
70.8
95%
64.3
Q3
49.5
AVG
34.3
MEDIAN
31.1
Q1
19.2
5%
10.1
MIN
-2.9
RANGE
73.6
IQR
30.3
STD
17.6
VAR
311
KURT.
-1.08
SKEW
0.313
SUM
451k
93
Average of Feb-14
VALUES:
13,164
(>99%)
MISSING:
9
(<1%)
DISTINCT:
677
(5%)
ZEROES:
---
MAX
73.2
95%
62.0
Q3
52.5
AVG
36.7
MEDIAN
34.7
Q1
20.3
5%
13.2
MIN
0.4
RANGE
72.9
IQR
32.2
STD
17.6
VAR
310
KURT.
-1.18
SKEW
0.134
SUM
483k
94
Average of Mar-14
VALUES:
13,144
(>99%)
MISSING:
29
(<1%)
DISTINCT:
682
(5%)
ZEROES:
---
MAX
72.1
95%
65.2
Q3
56.9
AVG
43.8
MEDIAN
42.0
Q1
32.4
5%
23.5
MIN
14.0
RANGE
58.2
IQR
24.4
STD
14.4
VAR
206
KURT.
-1.23
SKEW
0.127
SUM
575k
95
Average of Apr-14
VALUES:
12,993
(99%)
MISSING:
180
(1%)
DISTINCT:
650
(5%)
ZEROES:
---
MAX
76.2
95%
71.2
Q3
63.9
AVG
55.9
MEDIAN
55.4
Q1
48.1
5%
42.8
MIN
32.8
RANGE
43.4
IQR
15.8
STD
9.15
VAR
83.8
KURT.
-0.937
SKEW
0.138
SUM
726k
96
Average of May-14
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
614
(5%)
ZEROES:
---
MAX
80.6
95%
77.2
Q3
70.2
AVG
65.0
MEDIAN
64.0
Q1
59.8
5%
56.0
MIN
46.6
RANGE
33.9
IQR
10.4
STD
6.70
VAR
44.9
KURT.
-0.739
SKEW
0.196
SUM
856k
97
Average of Jun-14
VALUES:
13,021
(99%)
MISSING:
152
(1%)
DISTINCT:
632
(5%)
ZEROES:
---
MAX
90.2
95%
82.6
Q3
76.3
AVG
72.4
MEDIAN
71.4
Q1
68.4
5%
64.0
MIN
51.6
RANGE
38.6
IQR
7.87
STD
6.07
VAR
36.8
KURT.
0.103
SKEW
0.258
SUM
943k
98
Average of Jul-14
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
603
(5%)
ZEROES:
---
MAX
95.5
95%
83.8
Q3
77.7
AVG
74.3
MEDIAN
74.0
Q1
69.3
5%
66.2
MIN
57.6
RANGE
37.9
IQR
8.31
STD
5.98
VAR
35.7
KURT.
0.525
SKEW
0.725
SUM
979k
99
Average of Aug-14
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
616
(5%)
ZEROES:
---
MAX
90.2
95%
84.6
Q3
77.5
AVG
74.3
MEDIAN
73.2
Q1
70.2
5%
66.4
MIN
56.6
RANGE
33.6
IQR
7.31
STD
5.86
VAR
34.3
KURT.
-0.317
SKEW
0.525
SUM
979k
100
Average of Sep-14
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
621
(5%)
ZEROES:
---
MAX
87.8
95%
81.3
Q3
76.0
AVG
69.5
MEDIAN
67.6
Q1
63.2
5%
59.8
MIN
42.5
RANGE
45.4
IQR
12.8
STD
7.32
VAR
53.5
KURT.
-0.972
SKEW
0.274
SUM
915k
101
Average of Oct-14
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
642
(5%)
ZEROES:
---
MAX
82.1
95%
74.6
Q3
69.7
AVG
60.6
MEDIAN
58.0
Q1
52.6
5%
48.7
MIN
34.8
RANGE
47.3
IQR
17.1
STD
9.00
VAR
81.0
KURT.
-1.20
SKEW
0.292
SUM
799k
102
Average of Nov-14
VALUES:
13,149
(>99%)
MISSING:
24
(<1%)
DISTINCT:
672
(5%)
ZEROES:
---
MAX
74.6
95%
67.0
Q3
55.5
AVG
45.6
MEDIAN
41.9
Q1
35.7
5%
29.6
MIN
19.0
RANGE
55.6
IQR
19.8
STD
12.3
VAR
152
KURT.
-0.869
SKEW
0.428
SUM
599k
103
Average of Dec-14
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
673
(5%)
ZEROES:
---
MAX
72.2
95%
60.8
Q3
52.8
AVG
43.0
MEDIAN
39.6
Q1
33.3
5%
28.1
MIN
15.8
RANGE
56.4
IQR
19.5
STD
11.5
VAR
133
KURT.
-0.853
SKEW
0.370
SUM
566k
104
Average of Jan-15
VALUES:
13,167
(>99%)
MISSING:
6
(<1%)
DISTINCT:
672
(5%)
ZEROES:
---
MAX
70.6
95%
63.1
Q3
49.1
AVG
37.0
MEDIAN
34.3
Q1
24.3
5%
17.4
MIN
9.7
RANGE
60.9
IQR
24.8
STD
15.4
VAR
237
KURT.
-1.05
SKEW
0.411
SUM
487k
105
Average of Feb-15
VALUES:
13,161
(>99%)
MISSING:
12
(<1%)
DISTINCT:
682
(5%)
ZEROES:
---
MAX
72.2
95%
64.0
Q3
52.7
AVG
34.8
MEDIAN
33.4
Q1
18.0
5%
9.5
MIN
0.4
RANGE
71.8
IQR
34.7
STD
19.2
VAR
369
KURT.
-1.39
SKEW
0.197
SUM
457k
106
Average of Mar-15
VALUES:
13,161
(>99%)
MISSING:
12
(<1%)
DISTINCT:
680
(5%)
ZEROES:
---
MAX
75.8
95%
68.8
Q3
59.7
AVG
47.5
MEDIAN
45.2
Q1
34.4
5%
29.9
MIN
21.5
RANGE
54.4
IQR
25.3
STD
14.0
VAR
197
KURT.
-1.27
SKEW
0.250
SUM
625k
107
Average of Apr-15
VALUES:
13,145
(>99%)
MISSING:
28
(<1%)
DISTINCT:
656
(5%)
ZEROES:
---
MAX
79.6
95%
74.2
Q3
64.4
AVG
57.0
MEDIAN
55.4
Q1
49.5
5%
44.8
MIN
38.4
RANGE
41.2
IQR
14.9
STD
9.20
VAR
84.7
KURT.
-0.692
SKEW
0.448
SUM
749k
108
Average of May-15
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
615
(5%)
ZEROES:
---
MAX
80.9
95%
77.2
Q3
68.8
AVG
65.2
MEDIAN
65.0
Q1
61.5
5%
54.8
MIN
45.0
RANGE
36.0
IQR
7.34
STD
6.31
VAR
39.8
KURT.
0.013
SKEW
0.172
SUM
859k
109
Average of Jun-15
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
628
(5%)
ZEROES:
---
MAX
92.3
95%
82.5
Q3
77.7
AVG
72.6
MEDIAN
71.1
Q1
68.3
5%
63.8
MIN
55.9
RANGE
36.5
IQR
9.44
STD
6.31
VAR
39.9
KURT.
-0.320
SKEW
0.513
SUM
957k
110
Average of Jul-15
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
617
(5%)
ZEROES:
---
MAX
92.9
95%
85.2
Q3
79.8
AVG
75.6
MEDIAN
74.7
Q1
71.0
5%
68.0
MIN
58.1
RANGE
34.8
IQR
8.82
STD
5.75
VAR
33.0
KURT.
-0.262
SKEW
0.525
SUM
995k
111
Average of Aug-15
VALUES:
13,151
(>99%)
MISSING:
22
(<1%)
DISTINCT:
597
(5%)
ZEROES:
---
MAX
95.3
95%
85.3
Q3
78.6
AVG
75.1
MEDIAN
74.5
Q1
70.0
5%
67.3
MIN
56.4
RANGE
38.9
IQR
8.63
STD
6.17
VAR
38.0
KURT.
0.096
SKEW
0.647
SUM
988k
112
Average of Sep-15
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
606
(5%)
ZEROES:
---
MAX
99.0
95%
82.0
Q3
76.9
AVG
72.3
MEDIAN
71.2
Q1
67.8
5%
64.0
MIN
47.0
RANGE
52.0
IQR
9.14
STD
6.39
VAR
40.8
KURT.
1.16
SKEW
0.463
SUM
952k
113
Average of Oct-15
VALUES:
13,157
(>99%)
MISSING:
16
(<1%)
DISTINCT:
638
(5%)
ZEROES:
---
MAX
82.8
95%
76.2
Q3
69.9
AVG
61.2
MEDIAN
57.6
Q1
53.8
5%
49.7
MIN
41.0
RANGE
41.8
IQR
16.1
STD
9.37
VAR
87.8
KURT.
-1.17
SKEW
0.447
SUM
805k
114
Average of Nov-15
VALUES:
13,157
(>99%)
MISSING:
16
(<1%)
DISTINCT:
667
(5%)
ZEROES:
---
MAX
79.1
95%
67.4
Q3
58.5
AVG
51.6
MEDIAN
49.0
Q1
44.7
5%
39.6
MIN
26.9
RANGE
52.2
IQR
13.8
STD
9.51
VAR
90.4
KURT.
0.224
SKEW
0.662
SUM
679k
115
Average of Dec-15
VALUES:
13,155
(>99%)
MISSING:
18
(<1%)
DISTINCT:
661
(5%)
ZEROES:
---
MAX
77.4
95%
62.8
Q3
54.1
AVG
47.0
MEDIAN
46.3
Q1
39.8
5%
30.1
MIN
16.1
RANGE
61.2
IQR
14.4
STD
10.4
VAR
109
KURT.
0.480
SKEW
0.396
SUM
618k
116
Average of Jan-16
VALUES:
13,157
(>99%)
MISSING:
16
(<1%)
DISTINCT:
677
(5%)
ZEROES:
---
MAX
71.9
95%
58.1
Q3
49.3
AVG
37.5
MEDIAN
33.1
Q1
26.6
5%
20.6
MIN
9.6
RANGE
62.3
IQR
22.7
STD
13.1
VAR
172
KURT.
-1.00
SKEW
0.358
SUM
493k
117
Average of Feb-16
VALUES:
13,157
(>99%)
MISSING:
16
(<1%)
DISTINCT:
679
(5%)
ZEROES:
---
MAX
77.7
95%
66.5
Q3
55.3
AVG
43.5
MEDIAN
39.5
Q1
32.1
5%
26.2
MIN
14.6
RANGE
63.2
IQR
23.2
STD
13.5
VAR
183
KURT.
-1.18
SKEW
0.334
SUM
573k
118
Average of Mar-16
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
665
(5%)
ZEROES:
---
MAX
74.8
95%
66.7
Q3
60.4
AVG
51.6
MEDIAN
50.1
Q1
43.4
5%
38.3
MIN
29.2
RANGE
45.7
IQR
16.9
STD
9.78
VAR
95.6
KURT.
-0.921
SKEW
0.250
SUM
680k
119
Average of Apr-16
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
660
(5%)
ZEROES:
---
MAX
76.6
95%
71.2
Q3
64.8
AVG
56.4
MEDIAN
55.8
Q1
48.9
5%
42.7
MIN
35.3
RANGE
41.3
IQR
15.9
STD
9.23
VAR
85.1
KURT.
-1.02
SKEW
0.145
SUM
743k
120
Average of May-16
VALUES:
13,154
(>99%)
MISSING:
19
(<1%)
DISTINCT:
629
(5%)
ZEROES:
---
MAX
79.6
95%
76.5
Q3
67.1
AVG
63.4
MEDIAN
61.9
Q1
58.7
5%
55.3
MIN
45.3
RANGE
34.3
IQR
8.40
STD
6.42
VAR
41.3
KURT.
-0.102
SKEW
0.704
SUM
834k
121
Average of Jun-16
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
627
(5%)
ZEROES:
---
MAX
94.3
95%
83.1
Q3
78.2
AVG
73.6
MEDIAN
72.6
Q1
69.6
5%
64.6
MIN
55.9
RANGE
38.4
IQR
8.55
STD
6.17
VAR
38.1
KURT.
0.216
SKEW
0.414
SUM
970k
122
Average of Jul-16
VALUES:
13,157
(>99%)
MISSING:
16
(<1%)
DISTINCT:
616
(5%)
ZEROES:
---
MAX
95.6
95%
86.4
Q3
81.5
AVG
77.3
MEDIAN
76.5
Q1
73.4
5%
69.0
MIN
60.4
RANGE
35.2
IQR
8.12
STD
5.91
VAR
34.9
KURT.
0.281
SKEW
0.347
SUM
1.0M
123
Average of Aug-16
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
612
(5%)
ZEROES:
---
MAX
96.1
95%
84.1
Q3
80.3
AVG
76.6
MEDIAN
76.4
Q1
73.2
5%
67.7
MIN
58.1
RANGE
38.0
IQR
7.08
STD
5.25
VAR
27.5
KURT.
0.281
SKEW
0.044
SUM
1.0M
124
Average of Sep-16
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
640
(5%)
ZEROES:
---
MAX
85.5
95%
82.5
Q3
75.3
AVG
71.4
MEDIAN
70.9
Q1
66.9
5%
61.7
MIN
50.7
RANGE
34.8
IQR
8.36
STD
6.24
VAR
38.9
KURT.
-0.218
SKEW
0.004
SUM
941k
125
Average of Oct-16
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
647
(5%)
ZEROES:
---
MAX
79.6
95%
76.2
Q3
69.2
AVG
62.0
MEDIAN
60.2
Q1
55.5
5%
50.3
MIN
37.1
RANGE
42.5
IQR
13.6
STD
8.11
VAR
65.8
KURT.
-0.901
SKEW
0.290
SUM
817k
126
Average of Nov-16
VALUES:
13,170
(>99%)
MISSING:
3
(<1%)
DISTINCT:
643
(5%)
ZEROES:
---
MAX
75.5
95%
67.3
Q3
61.0
AVG
52.6
MEDIAN
49.1
Q1
45.7
5%
41.6
MIN
25.9
RANGE
49.6
IQR
15.3
STD
9.18
VAR
84.2
KURT.
-0.945
SKEW
0.556
SUM
693k
127
Average of Dec-16
VALUES:
13,160
(>99%)
MISSING:
13
(<1%)
DISTINCT:
671
(5%)
ZEROES:
---
MAX
75.6
95%
60.0
Q3
52.0
AVG
40.3
MEDIAN
36.8
Q1
28.9
5%
21.6
MIN
9.9
RANGE
65.8
IQR
23.2
STD
13.7
VAR
187
KURT.
-0.678
SKEW
0.434
SUM
530k
128
Average of Jan-17
VALUES:
13,164
(>99%)
MISSING:
9
(<1%)
DISTINCT:
679
(5%)
ZEROES:
---
MAX
72.0
95%
60.2
Q3
52.5
AVG
40.7
MEDIAN
37.9
Q1
30.4
5%
20.8
MIN
10.2
RANGE
61.7
IQR
22.1
STD
12.6
VAR
159
KURT.
-0.811
SKEW
0.189
SUM
536k
129
Average of Feb-17
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
668
(5%)
ZEROES:
---
MAX
72.4
95%
65.9
Q3
57.3
AVG
46.3
MEDIAN
44.3
Q1
37.1
5%
29.5
MIN
17.5
RANGE
54.9
IQR
20.2
STD
11.4
VAR
130
KURT.
-0.911
SKEW
0.234
SUM
610k
130
Average of Mar-17
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
671
(5%)
ZEROES:
---
MAX
73.8
95%
68.0
Q3
61.9
AVG
48.9
MEDIAN
47.8
Q1
37.2
5%
31.4
MIN
20.4
RANGE
53.3
IQR
24.6
STD
12.6
VAR
159
KURT.
-1.31
SKEW
0.137
SUM
644k
131
Average of Apr-17
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
646
(5%)
ZEROES:
---
MAX
80.7
95%
72.5
Q3
65.5
AVG
59.0
MEDIAN
57.6
Q1
52.4
5%
47.0
MIN
38.9
RANGE
41.8
IQR
13.1
STD
8.17
VAR
66.7
KURT.
-0.835
SKEW
0.128
SUM
777k
132
Average of May-17
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
642
(5%)
ZEROES:
---
MAX
82.1
95%
78.0
Q3
68.6
AVG
63.4
MEDIAN
62.7
Q1
57.3
5%
54.1
MIN
46.1
RANGE
36.1
IQR
11.3
STD
7.22
VAR
52.1
KURT.
-0.552
SKEW
0.498
SUM
836k
133
Average of Jun-17
VALUES:
13,172
(>99%)
MISSING:
1
(<1%)
DISTINCT:
619
(5%)
ZEROES:
---
MAX
92.8
95%
82.4
Q3
75.7
AVG
72.4
MEDIAN
71.2
Q1
68.6
5%
64.1
MIN
53.4
RANGE
39.4
IQR
7.09
STD
5.97
VAR
35.6
KURT.
0.686
SKEW
0.657
SUM
954k
134
Average of Jul-17
VALUES:
13,142
(>99%)
MISSING:
31
(<1%)
DISTINCT:
631
(5%)
ZEROES:
---
MAX
106.7
95%
85.7
Q3
80.4
AVG
76.8
MEDIAN
75.8
Q1
72.8
5%
68.7
MIN
58.1
RANGE
48.6
IQR
7.59
STD
6.06
VAR
36.8
KURT.
2.81
SKEW
0.992
SUM
1.0M
135
Average of Aug-17
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
611
(5%)
ZEROES:
---
MAX
94.5
95%
84.3
Q3
77.6
AVG
73.9
MEDIAN
72.3
Q1
69.1
5%
66.1
MIN
55.4
RANGE
39.1
IQR
8.47
STD
6.15
VAR
37.9
KURT.
0.036
SKEW
0.665
SUM
974k
136
Average of Sep-17
VALUES:
13,163
(>99%)
MISSING:
10
(<1%)
DISTINCT:
620
(5%)
ZEROES:
---
MAX
85.7
95%
81.6
Q3
74.0
AVG
70.1
MEDIAN
69.4
Q1
65.5
5%
61.9
MIN
49.4
RANGE
36.4
IQR
8.58
STD
5.91
VAR
34.9
KURT.
-0.229
SKEW
0.340
SUM
923k
137
Average of Oct-17
VALUES:
13,152
(>99%)
MISSING:
21
(<1%)
DISTINCT:
628
(5%)
ZEROES:
---
MAX
79.6
95%
76.0
Q3
67.7
AVG
61.8
MEDIAN
60.6
Q1
56.1
5%
49.0
MIN
38.4
RANGE
41.2
IQR
11.5
STD
8.17
VAR
66.8
KURT.
-0.586
SKEW
0.203
SUM
813k
138
Average of Nov-17
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
673
(5%)
ZEROES:
---
MAX
75.3
95%
69.6
Q3
59.9
AVG
49.9
MEDIAN
46.5
Q1
39.6
5%
34.2
MIN
23.2
RANGE
52.1
IQR
20.3
STD
12.0
VAR
144
KURT.
-1.07
SKEW
0.377
SUM
657k
139
Average of Dec-17
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
662
(5%)
ZEROES:
---
MAX
71.7
95%
66.2
Q3
50.4
AVG
40.2
MEDIAN
35.9
Q1
28.0
5%
22.1
MIN
8.6
RANGE
63.1
IQR
22.4
STD
14.3
VAR
206
KURT.
-0.879
SKEW
0.444
SUM
529k
140
Average of Jan-18
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
673
(5%)
ZEROES:
---
MAX
73.3
95%
63.7
Q3
47.6
AVG
36.8
MEDIAN
33.9
Q1
24.1
5%
18.8
MIN
5.9
RANGE
67.4
IQR
23.5
STD
14.9
VAR
223
KURT.
-0.940
SKEW
0.481
SUM
485k
141
Average of Feb-18
VALUES:
13,168
(>99%)
MISSING:
5
(<1%)
DISTINCT:
688
(5%)
ZEROES:
---
MAX
75.0
95%
63.5
Q3
55.1
AVG
43.1
MEDIAN
42.0
Q1
31.5
5%
21.3
MIN
4.1
RANGE
70.9
IQR
23.6
STD
14.4
VAR
208
KURT.
-0.599
SKEW
-0.007
SUM
567k
142
Average of Mar-18
VALUES:
13,167
(>99%)
MISSING:
6
(<1%)
DISTINCT:
677
(5%)
ZEROES:
---
MAX
71.6
95%
66.4
Q3
58.4
AVG
46.1
MEDIAN
43.2
Q1
36.2
5%
30.6
MIN
22.7
RANGE
48.9
IQR
22.2
STD
12.0
VAR
143
KURT.
-1.25
SKEW
0.307
SUM
607k
143
Average of Apr-18
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
654
(5%)
ZEROES:
---
MAX
76.5
95%
71.5
Q3
62.2
AVG
52.4
MEDIAN
50.3
Q1
42.9
5%
36.2
MIN
28.8
RANGE
47.7
IQR
19.3
STD
11.1
VAR
123
KURT.
-0.960
SKEW
0.198
SUM
690k
144
Average of May-18
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
634
(5%)
ZEROES:
---
MAX
86.6
95%
78.8
Q3
72.6
AVG
67.9
MEDIAN
66.1
Q1
63.2
5%
58.9
MIN
45.9
RANGE
40.7
IQR
9.37
STD
6.30
VAR
39.7
KURT.
-0.515
SKEW
0.365
SUM
895k
145
Average of Jun-18
VALUES:
13,164
(>99%)
MISSING:
9
(<1%)
DISTINCT:
643
(5%)
ZEROES:
---
MAX
90.7
95%
84.3
Q3
77.7
AVG
73.1
MEDIAN
71.6
Q1
68.0
5%
63.9
MIN
53.5
RANGE
37.2
IQR
9.61
STD
6.58
VAR
43.3
KURT.
-0.474
SKEW
0.315
SUM
962k
146
Average of Jul-18
VALUES:
13,127
(>99%)
MISSING:
46
(<1%)
DISTINCT:
603
(5%)
ZEROES:
---
MAX
96.4
95%
87.1
Q3
80.3
AVG
77.1
MEDIAN
76.7
Q1
73.2
5%
69.8
MIN
58.5
RANGE
37.9
IQR
7.12
STD
5.34
VAR
28.5
KURT.
0.580
SKEW
0.639
SUM
1.0M
147
Average of Aug-18
VALUES:
13,157
(>99%)
MISSING:
16
(<1%)
DISTINCT:
613
(5%)
ZEROES:
---
MAX
95.8
95%
85.5
Q3
79.1
AVG
76.3
MEDIAN
76.1
Q1
72.5
5%
68.3
MIN
56.2
RANGE
39.6
IQR
6.58
STD
5.28
VAR
27.9
KURT.
0.521
SKEW
0.384
SUM
1.0M
148
Average of Sep-18
VALUES:
13,166
(>99%)
MISSING:
7
(<1%)
DISTINCT:
639
(5%)
ZEROES:
---
MAX
89.2
95%
82.7
Q3
75.6
AVG
71.4
MEDIAN
70.9
Q1
67.0
5%
61.9
MIN
51.8
RANGE
37.4
IQR
8.62
STD
6.50
VAR
42.3
KURT.
-0.147
SKEW
0.177
SUM
940k
149
Average of Oct-18
VALUES:
13,166
(>99%)
MISSING:
7
(<1%)
DISTINCT:
664
(5%)
ZEROES:
---
MAX
81.5
95%
73.2
Q3
67.4
AVG
59.3
MEDIAN
57.5
Q1
52.0
5%
45.6
MIN
37.5
RANGE
43.9
IQR
15.4
STD
9.26
VAR
85.8
KURT.
-0.762
SKEW
0.233
SUM
781k
150
Average of Nov-18
VALUES:
13,161
(>99%)
MISSING:
12
(<1%)
DISTINCT:
661
(5%)
ZEROES:
---
MAX
76.3
95%
66.2
Q3
55.7
AVG
46.1
MEDIAN
42.4
Q1
35.6
5%
30.7
MIN
19.1
RANGE
57.1
IQR
20.2
STD
12.2
VAR
150
KURT.
-0.741
SKEW
0.481
SUM
607k
151
Average of Dec-18
VALUES:
13,140
(>99%)
MISSING:
33
(<1%)
DISTINCT:
663
(5%)
ZEROES:
---
MAX
73.5
95%
59.6
Q3
50.5
AVG
42.1
MEDIAN
38.5
Q1
33.4
5%
27.1
MIN
15.4
RANGE
58.2
IQR
17.1
STD
11.2
VAR
126
KURT.
-0.619
SKEW
0.475
SUM
553k
152
metastatic_diagnosis_period
VALUES:
13,173
(100%)
MISSING:
---
DISTINCT:
366
(3%)
ZEROES:
3,126
(24%)
MAX
365
95%
312
Q3
181
AVG
97
MEDIAN
44
Q1
3
5%
0
MIN
0
RANGE
365
IQR
178
STD
109
VAR
11,874
KURT.
-0.535
SKEW
0.925
SUM
1.3M
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
patient_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
race_native
0.02
bmi
0.02
age_50s
-0.02
housing_units
-0.01
population
-0.01
Average of Feb-15
0.01
age_40s
-0.01
patient_age
-0.01
commute_time
-0.01
Average of Mar-15
0.01
education_less_highschool
0.01
Average of Jan-15
0.01
Average of Jan-14
0.01
health_uninsured
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
metastatic_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_code
0.06
breast_cancer_diagnosis_desc
0.06
patient_state
0.06
patient_race
0.03
Division
0.02
payer_type
0.02
Region
0.01
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
268700
1
<0.1%
284879
1
<0.1%
959238
1
<0.1%
805914
1
<0.1%
859970
1
<0.1%
232692
1
<0.1%
221168
1
<0.1%
462844
1
<0.1%
712856
1
<0.1%
503565
1
<0.1%
978745
1
<0.1%
918473
1
<0.1%
582394
1
<0.1%
479108
1
<0.1%
361073
1
<0.1%
SMALLEST VALUES
100043
1
<0.1%
100062
1
<0.1%
100086
1
<0.1%
100124
1
<0.1%
100128
1
<0.1%
100146
1
<0.1%
100191
1
<0.1%
100258
1
<0.1%
100265
1
<0.1%
100397
1
<0.1%
100446
1
<0.1%
100483
1
<0.1%
100584
1
<0.1%
100778
1
<0.1%
100823
1
<0.1%
LARGEST VALUES
999982
1
<0.1%
999902
1
<0.1%
999817
1
<0.1%
999786
1
<0.1%
999737
1
<0.1%
999503
1
<0.1%
999501
1
<0.1%
999465
1
<0.1%
999460
1
<0.1%
999396
1
<0.1%
999375
1
<0.1%
999343
1
<0.1%
999172
1
<0.1%
999013
1
<0.1%
998928
1
<0.1%
patient_race
MISSING:
6,657
(51%)
TOP CATEGORIES
White
3,565
55%
Black
1,159
18%
Hispanic
807
12%
Other
612
9%
Asian
373
6%
ALL
6,516
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
patient_race
PROVIDES INFORMATION ON...
patient_gender
1.00
payer_type
0.11
metastatic_first_novel_treatment
0.05
patient_state
0.04
metastatic_first_novel_treatment_type
0.04
Division
0.03
Region
0.03
metastatic_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_desc
0.01

THESE FEATURES
GIVE INFORMATION
ON patient_race:
payer_type
0.10
patient_state
0.09
Division
0.05
Region
0.03
breast_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_desc
0.01
metastatic_cancer_diagnosis_code
0.01
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_race
CORRELATION RATIO WITH...
race_black
0.35
hispanic
0.34
race_white
0.34
race_other
0.32
Average of Jan-18
0.31
Average of Jan-14
0.30
limited_english
0.30
Average of Nov-14
0.30
race_multiple
0.30
Average of Dec-17
0.30
Average of Feb-16
0.29
Average of Jan-15
0.29
Average of Nov-18
0.29
Average of Nov-13
0.29
payer_type
MISSING:
1,765
(13%)
TOP CATEGORIES
COMMERCIAL
6,297
55%
MEDICAID
2,593
23%
MEDICARE ADVANTAGE
2,518
22%
ALL
11,408
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
payer_type
PROVIDES INFORMATION ON...
patient_gender
1.00
patient_race
0.10
metastatic_first_novel_treatment_type
0.06
metastatic_first_novel_treatment
0.06
patient_state
0.04
Region
0.03
Division
0.02
metastatic_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_desc
0.01

THESE FEATURES
GIVE INFORMATION
ON payer_type:
patient_race
0.11
patient_state
0.10
Division
0.04
Region
0.03
breast_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_desc
0.01
metastatic_cancer_diagnosis_code
0.01
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
payer_type
CORRELATION RATIO WITH...
patient_age
0.52
Average of Feb-18
0.21
Average of Apr-13
0.21
Average of Apr-18
0.21
Average of Dec-13
0.21
Average of Mar-14
0.21
Average of Oct-18
0.21
Average of Feb-14
0.21
Average of Dec-17
0.21
Average of Sep-14
0.21
Average of Apr-16
0.21
Average of Mar-16
0.21
Average of Nov-14
0.21
Average of Dec-14
0.21
patient_state
MISSING:
---
TOP CATEGORIES
CA
2,377
18%
NY
1,189
9%
TX
1,139
9%
IL
871
7%
MI
854
6%
OH
750
6%
FL
587
4%
GA
562
4%
PA
532
4%
VA
370
3%
MN
366
3%
CO
364
3%
IN
315
2%
KY
282
2%
AZ
243
2%
WI
220
2%
NC
202
2%
(Other)
1,950
15%
ALL
13,173
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
patient_state
PROVIDES INFORMATION ON...
Region
1.00
patient_gender
1.00
Division
1.00
metastatic_first_novel_treatment
0.15
metastatic_first_novel_treatment_type
0.13
payer_type
0.10
patient_race
0.09
metastatic_cancer_diagnosis_code
0.03
breast_cancer_diagnosis_code
0.03
breast_cancer_diagnosis_desc
0.03

THESE FEATURES
GIVE INFORMATION
ON patient_state:
Division
0.63
Region
0.44
patient_race
0.04
payer_type
0.04
breast_cancer_diagnosis_code
0.03
breast_cancer_diagnosis_desc
0.03
metastatic_cancer_diagnosis_code
0.02
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
-0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
CORRELATION RATIO WITH...
patient_zip3
1.00
Average of Feb-14
0.98
Average of Jan-14
0.97
Average of Feb-15
0.97
Average of Mar-13
0.97
Average of Jan-18
0.97
Average of Mar-14
0.97
Average of Mar-17
0.97
Average of Feb-13
0.96
Average of Mar-15
0.96
Average of Jan-15
0.96
Average of Apr-18
0.96
Average of Feb-18
0.96
Average of Apr-13
0.96
patient_zip3
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Feb-15
0.61
Average of Jan-18
0.56
Average of Feb-16
0.54
Average of Mar-15
0.54
Average of Jan-14
0.54
Average of Jan-15
0.51
race_multiple
0.51
Average of Mar-14
0.51
Average of Mar-13
0.51
Average of Mar-17
0.51
Average of Oct-15
0.50
Average of Mar-18
0.48
hispanic
0.46
Average of Jan-16
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
1.00
Division
0.99
Region
0.88
patient_race
0.22
payer_type
0.10
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
900
221
1.7%
112
183
1.4%
917
167
1.3%
606
158
1.2%
604
144
1.1%
770
121
0.9%
481
119
0.9%
104
118
0.9%
600
117
0.9%
913
116
0.9%
300
115
0.9%
100
109
0.8%
902
107
0.8%
191
106
0.8%
480
106
0.8%
SMALLEST VALUES
100
109
0.8%
101
2
<0.1%
103
41
0.3%
104
118
0.9%
105
36
0.3%
106
4
<0.1%
107
11
<0.1%
108
5
<0.1%
109
22
0.2%
110
16
0.1%
111
11
<0.1%
112
183
1.4%
113
65
0.5%
114
58
0.4%
115
34
0.3%
LARGEST VALUES
995
7
<0.1%
994
1
<0.1%
993
7
<0.1%
992
11
<0.1%
991
5
<0.1%
990
7
<0.1%
989
6
<0.1%
988
10
<0.1%
986
14
0.1%
985
7
<0.1%
984
12
<0.1%
983
14
0.1%
982
33
0.3%
981
28
0.2%
980
42
0.3%
Region
MISSING:
---
TOP CATEGORIES
South
3,960
30%
Midwest
3,766
29%
West
3,726
28%
Northeast
1,721
13%
ALL
13,173
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Region
PROVIDES INFORMATION ON...
patient_gender
1.00
Division
0.69
patient_state
0.44
metastatic_first_novel_treatment
0.03
patient_race
0.03
payer_type
0.03
metastatic_first_novel_treatment_type
0.03
metastatic_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_desc
0.01

THESE FEATURES
GIVE INFORMATION
ON Region:
patient_state
1.00
Division
1.00
patient_race
0.03
payer_type
0.03
breast_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_desc
0.01
metastatic_cancer_diagnosis_code
0.01
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Region
CORRELATION RATIO WITH...
patient_zip3
0.88
Average of Feb-15
0.87
Average of Feb-14
0.84
Average of Jan-14
0.84
Average of Mar-15
0.83
Average of Jan-18
0.82
Average of Mar-14
0.82
Average of Jan-15
0.82
Average of Mar-17
0.81
Average of Mar-13
0.80
Average of Apr-18
0.80
Average of Feb-16
0.79
Average of Feb-13
0.79
Average of Mar-18
0.79
Division
MISSING:
---
TOP CATEGORIES
East North Central
3,010
23%
Pacific
2,697
20%
South Atlantic
1,968
15%
Middle Atlantic
1,721
13%
West South Central
1,498
11%
Mountain
1,029
8%
West North Central
756
6%
East South Central
494
4%
ALL
13,173
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Division
PROVIDES INFORMATION ON...
Region
1.00
patient_gender
1.00
patient_state
0.63
metastatic_first_novel_treatment
0.06
patient_race
0.05
payer_type
0.04
metastatic_first_novel_treatment_type
0.04
metastatic_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_desc
0.01

THESE FEATURES
GIVE INFORMATION
ON Division:
patient_state
1.00
Region
0.69
patient_race
0.03
payer_type
0.02
breast_cancer_diagnosis_code
0.01
breast_cancer_diagnosis_desc
0.01
metastatic_cancer_diagnosis_code
0.01
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Division
CORRELATION RATIO WITH...
patient_zip3
0.99
Average of Feb-15
0.91
Average of Jan-14
0.89
Average of Feb-14
0.88
Average of Jan-18
0.87
Average of Jan-15
0.87
Average of Mar-15
0.86
Average of Mar-13
0.86
Average of Feb-16
0.86
Average of Mar-14
0.86
Average of Mar-17
0.85
Average of Feb-13
0.85
Average of Jan-16
0.84
Average of Mar-18
0.84
patient_age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Apr-16
-0.09
Average of Mar-17
-0.09
Average of Mar-14
-0.09
Average of Feb-15
-0.09
Average of Apr-14
-0.09
Average of Mar-15
-0.09
Average of Mar-16
-0.09
Average of Mar-18
-0.08
Average of Apr-18
-0.08
Average of Feb-16
-0.08
Average of Feb-17
-0.08
Average of Apr-13
-0.08
Average of Jun-15
-0.08
Average of Mar-13
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
payer_type
0.52
patient_state
0.18
metastatic_cancer_diagnosis_code
0.13
patient_race
0.12
Division
0.11
Region
0.10
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_first_novel_treatment
0.04
metastatic_first_novel_treatment_type
0.03
patient_gender
0.00
MOST FREQUENT VALUES
60
503
3.8%
61
482
3.7%
59
470
3.6%
64
459
3.5%
58
456
3.5%
62
452
3.4%
63
445
3.4%
54
406
3.1%
55
401
3.0%
57
385
2.9%
56
383
2.9%
82
378
2.9%
53
377
2.9%
52
353
2.7%
65
350
2.7%
SMALLEST VALUES
18
3
<0.1%
19
7
<0.1%
20
6
<0.1%
21
3
<0.1%
22
4
<0.1%
23
2
<0.1%
24
11
<0.1%
25
11
<0.1%
26
16
0.1%
27
22
0.2%
28
17
0.1%
29
26
0.2%
30
32
0.2%
31
27
0.2%
32
44
0.3%
LARGEST VALUES
91
233
1.8%
90
46
0.3%
84
299
2.3%
83
298
2.3%
82
378
2.9%
79
20
0.2%
78
61
0.5%
77
98
0.7%
76
145
1.1%
75
149
1.1%
74
155
1.2%
73
196
1.5%
72
208
1.6%
71
195
1.5%
70
182
1.4%
patient_gender
MISSING:
---
TOP CATEGORIES
F
13,173
100%
ALL
13,173
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
patient_gender
PROVIDES INFORMATION ON...
metastatic_first_novel_treatment_type
0.00
metastatic_first_novel_treatment
0.00
breast_cancer_diagnosis_code
0.00
breast_cancer_diagnosis_desc
0.00
patient_race
0.00
payer_type
0.00
Region
0.00
Division
0.00
metastatic_cancer_diagnosis_code
0.00
patient_state
-0.00

THESE FEATURES
GIVE INFORMATION
ON patient_gender:
patient_race
1.00
payer_type
1.00
patient_state
1.00
Region
1.00
Division
1.00
breast_cancer_diagnosis_code
1.00
breast_cancer_diagnosis_desc
1.00
metastatic_cancer_diagnosis_code
1.00
metastatic_first_novel_treatment
1.00
metastatic_first_novel_treatment_type
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_gender
CORRELATION RATIO WITH...
patient_id
0.00
patient_zip3
0.00
patient_age
0.00
bmi
0.00
population
0.00
density
0.00
age_median
0.00
age_under_10
0.00
age_10_to_19
0.00
age_20s
0.00
age_30s
0.00
age_40s
0.00
age_50s
0.00
age_60s
0.00
bmi
MISSING:
9,071
(69%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
home_value
-0.13
rent_median
-0.11
income_individual_median
-0.11
income_household_150_over
-0.11
income_household_35_to_50
0.11
education_bachelors
-0.11
income_household_six_figure
-0.11
education_college_or_above
-0.11
income_household_median
-0.11
education_highschool
0.10
race_asian
-0.10
income_household_25_to_35
0.10
education_graduate
-0.10
self_employed
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.15
metastatic_cancer_diagnosis_code
0.09
Division
0.08
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
Region
0.05
payer_type
0.04
patient_race
0.01
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
40.0
109
2.7%
27.0
93
2.3%
31.0
77
1.9%
24.0
75
1.8%
29.0
66
1.6%
30.0
65
1.6%
28.0
63
1.5%
33.0
63
1.5%
23.0
62
1.5%
26.0
61
1.5%
25.0
53
1.3%
21.0
50
1.2%
22.0
49
1.2%
32.0
43
1.0%
34.0
41
1.0%
SMALLEST VALUES
15.0
2
<0.1%
16.0
1
<0.1%
17.0
8
0.2%
18.0
19
0.5%
19.0
24
0.6%
19.34
1
<0.1%
19.7
1
<0.1%
19.84
3
<0.1%
19.85
2
<0.1%
19.86
1
<0.1%
19.87
1
<0.1%
19.91
1
<0.1%
19.92
1
<0.1%
19.94
1
<0.1%
20.0
21
0.5%
LARGEST VALUES
97.0
1
<0.1%
90.0
1
<0.1%
54.0
1
<0.1%
44.08
1
<0.1%
43.93
2
<0.1%
43.89
1
<0.1%
43.85
1
<0.1%
43.53
1
<0.1%
43.42
1
<0.1%
43.35
1
<0.1%
43.1
1
<0.1%
43.09
1
<0.1%
43.04
1
<0.1%
42.93
1
<0.1%
42.92
1
<0.1%
breast_cancer_diagnosis_code
MISSING:
---
TOP CATEGORIES
1749
1,947
15%
C50912
1,834
14%
C50911
1,803
14%
C50919
1,504
11%
C50411
927
7%
C50412
907
7%
C50812
524
4%
C50811
479
4%
1744
402
3%
1748
337
3%
C50212
292
2%
C50211
249
2%
C50512
225
2%
C50511
220
2%
C50112
207
2%
C50111
197
1%
C50311
160
1%
(Other)
959
7%
ALL
13,173
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
breast_cancer_diagnosis_code
PROVIDES INFORMATION ON...
patient_gender
1.00
breast_cancer_diagnosis_desc
1.00
metastatic_first_novel_treatment
0.21
metastatic_first_novel_treatment_type
0.17
metastatic_cancer_diagnosis_code
0.05
patient_state
0.03
Division
0.01
payer_type
0.01
Region
0.01
patient_race
0.01

THESE FEATURES
GIVE INFORMATION
ON breast_cancer_diagnosis_code:
breast_cancer_diagnosis_desc
1.00
metastatic_cancer_diagnosis_code
0.03
patient_state
0.03
Division
0.01
Region
0.01
payer_type
0.01
patient_race
0.01
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
breast_cancer_diagnosis_code
CORRELATION RATIO WITH...
metastatic_diagnosis_period
0.65
rent_median
0.14
home_value
0.12
limited_english
0.12
race_other
0.12
Average of Nov-14
0.12
Average of Nov-18
0.12
Average of Nov-13
0.11
Average of Jan-18
0.11
Average of Jan-14
0.11
Average of Dec-13
0.11
Average of Dec-17
0.11
hispanic
0.11
Average of Jan-16
0.11
breast_cancer_diagnosis_desc
MISSING:
---
TOP CATEGORIES
Malignant neoplasm of breast (female), unspecified
1,947
15%
Malignant neoplasm of unspecified site of left female breast
1,834
14%
Malignant neoplasm of unsp site of right female breast
1,803
14%
Malignant neoplasm of unsp site of unspecified female breast
1,504
11%
Malig neoplm of upper-outer quadrant of right female breast
927
7%
Malig neoplasm of upper-outer quadrant of left female breast
907
7%
Malignant neoplasm of ovrlp sites of left female breast
524
4%
Malignant neoplasm of ovrlp sites of right female breast
479
4%
Malignant neoplasm of upper-outer quadrant of female breast
402
3%
Malignant neoplasm of other specified sites of female breast
337
3%
Malig neoplasm of upper-inner quadrant of left female breast
292
2%
Malig neoplm of upper-inner quadrant of right female breast
249
2%
Malig neoplasm of lower-outer quadrant of left female breast
225
2%
Malig neoplm of lower-outer quadrant of right female breast
220
2%
Malignant neoplasm of central portion of left female breast
207
2%
Malignant neoplasm of central portion of right female breast
197
1%
Malig neoplm of lower-inner quadrant of right female breast
160
1%
(Other)
959
7%
ALL
13,173
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
breast_cancer_diagnosis_desc
PROVIDES INFORMATION ON...
patient_gender
1.00
breast_cancer_diagnosis_code
1.00
metastatic_first_novel_treatment
0.21
metastatic_first_novel_treatment_type
0.17
metastatic_cancer_diagnosis_code
0.05
patient_state
0.03
Division
0.01
payer_type
0.01
Region
0.01
patient_race
0.01

THESE FEATURES
GIVE INFORMATION
ON breast_cancer_diagnosis_desc:
breast_cancer_diagnosis_code
1.00
metastatic_cancer_diagnosis_code
0.03
patient_state
0.03
Division
0.01
Region
0.01
payer_type
0.01
patient_race
0.01
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
breast_cancer_diagnosis_desc
CORRELATION RATIO WITH...
metastatic_diagnosis_period
0.65
rent_median
0.14
home_value
0.12
limited_english
0.12
race_other
0.12
Average of Nov-14
0.12
Average of Nov-18
0.12
Average of Nov-13
0.11
Average of Jan-18
0.11
Average of Jan-14
0.11
Average of Dec-13
0.11
Average of Dec-17
0.11
hispanic
0.11
Average of Jan-16
0.11
metastatic_cancer_diagnosis_code
MISSING:
---
TOP CATEGORIES
C773
7,308
55%
C7951
1,922
15%
C779
700
5%
C7981
453
3%
C7800
422
3%
C787
372
3%
C7989
330
3%
C7931
277
2%
C799
259
2%
C792
187
1%
C7801
171
1%
C771
145
1%
C770
140
1%
C782
78
<1%
C7802
75
<1%
C778
73
<1%
C786
35
<1%
(Other)
226
2%
ALL
13,173
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
metastatic_cancer_diagnosis_code
PROVIDES INFORMATION ON...
patient_gender
1.00
metastatic_first_novel_treatment
0.18
metastatic_first_novel_treatment_type
0.13
breast_cancer_diagnosis_code
0.03
breast_cancer_diagnosis_desc
0.03
patient_state
0.02
payer_type
0.01
Division
0.01
patient_race
0.01
Region
0.01

THESE FEATURES
GIVE INFORMATION
ON metastatic_cancer_diagnosis_code:
breast_cancer_diagnosis_code
0.05
breast_cancer_diagnosis_desc
0.05
patient_state
0.03
Division
0.01
payer_type
0.01
patient_race
0.01
Region
0.01
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
metastatic_cancer_diagnosis_code
CORRELATION RATIO WITH...
patient_age
0.13
race_other
0.13
density
0.13
metastatic_diagnosis_period
0.12
limited_english
0.11
race_white
0.11
home_ownership
0.11
population
0.11
Average of Nov-14
0.11
Average of Nov-18
0.11
Average of Nov-13
0.11
Average of Dec-17
0.11
Average of Jan-18
0.11
home_value
0.11
metastatic_first_novel_treatment
MISSING:
13,162
(>99%)
TOP CATEGORIES
OLAPARIB
6
55%
PEMBROLIZUMAB
5
45%
ALL
11
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
metastatic_first_novel_treatment
PROVIDES INFORMATION ON...
patient_gender
1.00
metastatic_first_novel_treatment_type
1.00
metastatic_cancer_diagnosis_code
0.00
breast_cancer_diagnosis_code
0.00
breast_cancer_diagnosis_desc
0.00
patient_state
0.00
payer_type
0.00
patient_race
0.00
Division
0.00
Region
0.00

THESE FEATURES
GIVE INFORMATION
ON metastatic_first_novel_treatment:
metastatic_first_novel_treatment_type
0.92
breast_cancer_diagnosis_code
0.21
breast_cancer_diagnosis_desc
0.21
metastatic_cancer_diagnosis_code
0.18
patient_state
0.15
Division
0.06
payer_type
0.06
patient_race
0.05
Region
0.03
patient_gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
metastatic_first_novel_treatment
CORRELATION RATIO WITH...
limited_english
0.04
population
0.04
race_other
0.04
housing_units
0.04
patient_age
0.04
density
0.03
hispanic
0.03
self_employed
0.03
home_ownership
0.03
race_white
0.03
age_30s
0.03
veteran
0.03
Average of Jun-14
0.02
commute_time
0.02
metastatic_first_novel_treatment_type
MISSING:
13,162
(>99%)
TOP CATEGORIES
Antineoplastics
11
100%
ALL
11
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
metastatic_first_novel_treatment_type
PROVIDES INFORMATION ON...
patient_gender
1.00
metastatic_first_novel_treatment
0.92
metastatic_cancer_diagnosis_code
0.00
breast_cancer_diagnosis_code
0.00
breast_cancer_diagnosis_desc
0.00
payer_type
0.00
patient_state
0.00
patient_race
0.00
Region
0.00
Division
0.00

THESE FEATURES
GIVE INFORMATION
ON metastatic_first_novel_treatment_type:
metastatic_first_novel_treatment
1.00
breast_cancer_diagnosis_code
0.17
breast_cancer_diagnosis_desc
0.17
metastatic_cancer_diagnosis_code
0.13
patient_state
0.13
payer_type
0.06
patient_race
0.04
Division
0.04
Region
0.03
patient_gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
metastatic_first_novel_treatment_type
CORRELATION RATIO WITH...
limited_english
0.04
population
0.04
housing_units
0.04
race_other
0.04
patient_age
0.03
density
0.03
hispanic
0.03
home_ownership
0.03
self_employed
0.03
race_white
0.03
veteran
0.03
commute_time
0.02
age_30s
0.02
race_multiple
0.02
population
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
housing_units
0.98
race_white
-0.74
home_ownership
-0.73
limited_english
0.68
age_60s
-0.66
age_30s
0.64
rent_median
0.64
race_other
0.63
education_highschool
-0.62
density
0.62
never_married
0.60
race_asian
0.59
home_value
0.56
age_median
-0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.53
Division
0.40
Region
0.35
patient_race
0.24
payer_type
0.13
metastatic_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_first_novel_treatment
0.04
metastatic_first_novel_treatment_type
0.04
patient_gender
0.00
MOST FREQUENT VALUES
36054.12
221
1.7%
71374.13
183
1.4%
43030.5
167
1.3%
48671.14
158
1.2%
18355.1
144
1.1%
33353.72
121
0.9%
23266.06
119
0.9%
58934.16
118
0.9%
25744.48
117
0.9%
37554.39
116
0.9%
40162.73
115
0.9%
37662.55
109
0.8%
35349.86
107
0.8%
31948.46
106
0.8%
16937.8
106
0.8%
SMALLEST VALUES
635.55
1
<0.1%
829.52
2
<0.1%
865.7
2
<0.1%
944.1
4
<0.1%
1039.75
1
<0.1%
1077.58
1
<0.1%
1077.59
3
<0.1%
1090.86
2
<0.1%
1126.54
1
<0.1%
1145.1
1
<0.1%
1149.0
3
<0.1%
1152.69
3
<0.1%
1189.84
1
<0.1%
1216.12
1
<0.1%
1220.83
6
<0.1%
LARGEST VALUES
71374.13
183
1.4%
58934.16
118
0.9%
53351.22
26
0.2%
52872.09
18
0.1%
51377.0
6
<0.1%
48671.14
158
1.2%
46369.69
65
0.5%
43641.25
10
<0.1%
43030.5
167
1.3%
41599.5
8
<0.1%
41563.75
1
<0.1%
41306.45
85
0.6%
40982.11
64
0.5%
40162.73
115
0.9%
39504.88
32
0.2%
density
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
home_ownership
-0.68
housing_units
0.67
population
0.62
education_some_college
-0.55
age_30s
0.55
home_value
0.51
never_married
0.50
limited_english
0.49
commute_time
0.48
race_white
-0.47
veteran
-0.46
married
-0.42
rent_median
0.41
self_employed
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.61
Division
0.51
Region
0.50
patient_race
0.14
metastatic_cancer_diagnosis_code
0.13
payer_type
0.12
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_first_novel_treatment
0.03
metastatic_first_novel_treatment_type
0.03
patient_gender
0.00
MOST FREQUENT VALUES
5294.33
221
1.7%
17326.41
183
1.4%
2048.58
167
1.3%
6431.41
158
1.2%
901.2
144
1.1%
1836.73
121
0.9%
743.56
119
0.9%
16936.58
118
0.9%
981.76
117
0.9%
1706.02
116
0.9%
875.12
115
0.9%
29851.69
109
0.8%
3558.79
107
0.8%
5512.17
106
0.8%
894.17
106
0.8%
SMALLEST VALUES
0.92
3
<0.1%
1.17
2
<0.1%
1.27
4
<0.1%
1.63
5
<0.1%
1.71
1
<0.1%
1.81
1
<0.1%
1.99
1
<0.1%
2.16
6
<0.1%
2.46
1
<0.1%
2.69
1
<0.1%
2.77
1
<0.1%
3.07
5
<0.1%
3.09
3
<0.1%
4.02
1
<0.1%
4.51
7
<0.1%
LARGEST VALUES
29851.69
109
0.8%
21172.0
11
<0.1%
17326.41
183
1.4%
16936.58
118
0.9%
9949.13
65
0.5%
8664.12
58
0.4%
7971.31
31
0.2%
6431.41
158
1.2%
6156.22
15
0.1%
6149.24
12
<0.1%
5512.17
106
0.8%
5363.17
2
<0.1%
5294.33
221
1.7%
4991.6
9
<0.1%
4547.4
5
<0.1%
age_median
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age_70s
0.89
age_60s
0.88
age_20s
-0.79
never_married
-0.74
age_50s
0.69
age_over_80
0.68
age_30s
-0.67
home_ownership
0.66
married
0.61
widowed
0.61
race_white
0.59
housing_units
-0.57
population
-0.56
age_under_10
-0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.41
Division
0.26
patient_race
0.21
Region
0.09
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
payer_type
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
38.85
227
1.7%
36.65
225
1.7%
36.48
183
1.4%
35.76
158
1.2%
39.77
144
1.1%
36.28
137
1.0%
39.47
135
1.0%
40.29
133
1.0%
41.76
131
1.0%
35.82
122
0.9%
34.71
121
0.9%
41.47
119
0.9%
36.22
118
0.9%
37.73
115
0.9%
40.64
111
0.8%
SMALLEST VALUES
20.6
5
<0.1%
30.03
7
<0.1%
30.37
23
0.2%
30.64
20
0.2%
30.85
7
<0.1%
31.13
2
<0.1%
31.14
5
<0.1%
31.38
18
0.1%
31.4
7
<0.1%
31.84
6
<0.1%
32.0
9
<0.1%
32.36
21
0.2%
32.37
15
0.1%
32.52
2
<0.1%
32.55
10
<0.1%
LARGEST VALUES
54.57
5
<0.1%
53.76
21
0.2%
53.5
1
<0.1%
53.41
5
<0.1%
53.39
9
<0.1%
51.89
12
<0.1%
51.55
7
<0.1%
51.36
8
<0.1%
51.35
7
<0.1%
51.17
6
<0.1%
51.09
9
<0.1%
51.0
1
<0.1%
50.96
23
0.2%
50.95
15
0.1%
50.63
8
<0.1%
age_under_10
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age_median
-0.51
age_70s
-0.48
family_size
0.45
age_60s
-0.40
age_over_80
-0.37
age_10_to_19
0.35
health_uninsured
0.31
education_less_highschool
0.29
Average of Jun-18
0.28
Average of May-18
0.26
labor_force_participation
0.26
Average of Aug-16
0.25
Average of Jun-17
0.25
Average of Jun-16
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.50
Division
0.40
Region
0.24
patient_race
0.10
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.07
payer_type
0.04
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
11.67
239
1.8%
9.76
229
1.7%
10.43
198
1.5%
12.99
183
1.4%
11.2
174
1.3%
11.31
167
1.3%
11.78
160
1.2%
10.83
153
1.2%
11.07
149
1.1%
11.0
148
1.1%
10.51
141
1.1%
10.16
138
1.0%
10.97
122
0.9%
13.51
121
0.9%
10.94
119
0.9%
SMALLEST VALUES
0.0
5
<0.1%
5.22
7
<0.1%
5.64
5
<0.1%
6.11
9
<0.1%
6.22
9
<0.1%
6.26
3
<0.1%
6.47
3
<0.1%
6.63
2
<0.1%
6.72
19
0.1%
6.91
25
0.2%
7.06
7
<0.1%
7.12
20
0.2%
7.33
5
<0.1%
7.51
21
0.2%
7.55
1
<0.1%
LARGEST VALUES
17.68
1
<0.1%
16.48
18
0.1%
16.32
1
<0.1%
16.01
20
0.2%
15.66
2
<0.1%
15.64
13
<0.1%
15.63
17
0.1%
15.52
7
<0.1%
15.0
1
<0.1%
14.92
4
<0.1%
14.89
1
<0.1%
14.88
1
<0.1%
14.82
13
<0.1%
14.79
13
<0.1%
14.58
9
<0.1%
age_10_to_19
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age_median
-0.44
age_70s
-0.37
age_under_10
0.35
age_60s
-0.34
age_over_80
-0.33
family_size
0.32
age_50s
-0.27
density
-0.27
age_30s
-0.23
income_individual_median
-0.23
age_20s
0.22
home_value
-0.21
Average of May-18
0.21
Average of Jun-18
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.43
Division
0.29
Region
0.23
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
patient_race
0.08
payer_type
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
13.87
224
1.7%
11.27
221
1.7%
14.25
195
1.5%
11.32
183
1.4%
12.9
172
1.3%
10.65
171
1.3%
11.98
162
1.2%
14.39
135
1.0%
14.46
135
1.0%
12.86
131
1.0%
10.06
129
1.0%
13.54
127
1.0%
12.92
124
0.9%
13.59
123
0.9%
14.35
121
0.9%
SMALLEST VALUES
6.31
11
<0.1%
6.75
2
<0.1%
7.16
8
<0.1%
7.47
15
0.1%
7.71
31
0.2%
7.81
109
0.8%
7.84
5
<0.1%
7.95
7
<0.1%
8.43
1
<0.1%
8.51
10
<0.1%
8.56
22
0.2%
8.59
29
0.2%
8.7
1
<0.1%
8.85
1
<0.1%
8.93
9
<0.1%
LARGEST VALUES
35.3
5
<0.1%
27.53
7
<0.1%
24.9
3
<0.1%
24.09
9
<0.1%
23.58
5
<0.1%
22.4
3
<0.1%
21.88
3
<0.1%
21.83
7
<0.1%
21.45
5
<0.1%
21.19
4
<0.1%
21.15
9
<0.1%
21.13
2
<0.1%
20.06
11
<0.1%
19.91
5
<0.1%
18.86
23
0.2%
age_20s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
never_married
0.83
age_median
-0.79
married
-0.74
age_50s
-0.72
age_60s
-0.72
home_ownership
-0.71
age_70s
-0.66
age_30s
0.56
race_white
-0.53
widowed
-0.51
housing_units
0.49
age_over_80
-0.48
education_highschool
-0.46
population
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.30
patient_race
0.19
Division
0.18
Region
0.16
payer_type
0.09
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
17.23
221
1.7%
14.97
183
1.4%
12.53
168
1.3%
14.12
167
1.3%
18.31
166
1.3%
12.34
144
1.1%
11.0
143
1.1%
10.86
140
1.1%
12.03
134
1.0%
12.47
129
1.0%
10.57
128
1.0%
15.52
121
0.9%
12.67
119
0.9%
15.06
118
0.9%
11.73
116
0.9%
SMALLEST VALUES
5.93
1
<0.1%
5.99
5
<0.1%
6.33
3
<0.1%
6.72
8
<0.1%
6.8
1
<0.1%
6.87
1
<0.1%
7.04
5
<0.1%
7.13
1
<0.1%
7.17
1
<0.1%
7.24
1
<0.1%
7.26
20
0.2%
7.34
3
<0.1%
7.48
9
<0.1%
7.56
1
<0.1%
7.61
3
<0.1%
LARGEST VALUES
62.1
5
<0.1%
36.9
9
<0.1%
32.8
6
<0.1%
29.8
7
<0.1%
29.62
2
<0.1%
28.27
15
0.1%
26.31
51
0.4%
26.3
3
<0.1%
26.0
9
<0.1%
25.01
15
0.1%
24.63
5
<0.1%
23.74
7
<0.1%
23.11
23
0.2%
22.81
15
0.1%
22.6
3
<0.1%
age_30s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
home_ownership
-0.76
housing_units
0.70
age_60s
-0.68
never_married
0.68
age_median
-0.67
age_70s
-0.66
population
0.64
labor_force_participation
0.60
widowed
-0.58
education_highschool
-0.57
age_20s
0.56
education_bachelors
0.56
race_white
-0.56
education_college_or_above
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.36
Division
0.23
Region
0.20
patient_race
0.20
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
payer_type
0.10
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.03
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
17.44
221
1.7%
17.26
183
1.4%
13.53
173
1.3%
18.9
158
1.2%
12.4
147
1.1%
12.34
144
1.1%
11.32
134
1.0%
12.69
125
0.9%
11.61
125
0.9%
12.53
122
0.9%
15.84
121
0.9%
13.25
121
0.9%
13.67
118
0.9%
11.33
115
0.9%
12.18
115
0.9%
SMALLEST VALUES
1.5
5
<0.1%
5.69
3
<0.1%
6.81
5
<0.1%
6.97
7
<0.1%
7.59
6
<0.1%
7.76
7
<0.1%
7.83
3
<0.1%
8.03
9
<0.1%
8.07
2
<0.1%
8.17
1
<0.1%
8.19
1
<0.1%
8.28
3
<0.1%
8.36
5
<0.1%
8.41
1
<0.1%
8.42
3
<0.1%
LARGEST VALUES
25.47
11
<0.1%
21.15
31
0.2%
20.12
109
0.8%
19.69
96
0.7%
19.39
28
0.2%
19.3
8
<0.1%
19.09
9
<0.1%
18.9
158
1.2%
18.63
11
<0.1%
18.51
19
0.1%
18.48
10
<0.1%
18.13
38
0.3%
18.0
4
<0.1%
17.97
5
<0.1%
17.84
49
0.4%
age_40s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
family_dual_income
0.48
income_household_six_figure
0.47
income_household_25_to_35
-0.46
income_household_150_over
0.46
income_individual_median
0.46
labor_force_participation
0.46
rent_median
0.45
income_household_median
0.45
veteran
-0.43
commute_time
0.41
income_household_20_to_25
-0.41
income_household_35_to_50
-0.41
disabled
-0.40
population
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.34
Division
0.18
Region
0.13
patient_race
0.11
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.06
payer_type
0.03
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
12.63
253
1.9%
13.09
221
1.7%
11.89
177
1.3%
12.59
175
1.3%
13.02
173
1.3%
12.92
171
1.3%
11.97
170
1.3%
13.16
167
1.3%
12.4
156
1.2%
12.34
155
1.2%
12.46
148
1.1%
12.8
146
1.1%
12.65
138
1.0%
12.14
124
0.9%
11.65
124
0.9%
SMALLEST VALUES
0.8
5
<0.1%
7.06
3
<0.1%
7.65
1
<0.1%
7.89
3
<0.1%
8.02
5
<0.1%
8.07
4
<0.1%
8.2
12
<0.1%
8.23
6
<0.1%
8.36
3
<0.1%
8.41
14
0.1%
8.52
9
<0.1%
8.54
3
<0.1%
8.67
1
<0.1%
8.69
7
<0.1%
8.8
3
<0.1%
LARGEST VALUES
17.82
7
<0.1%
15.75
1
<0.1%
15.4
2
<0.1%
15.38
30
0.2%
14.95
7
<0.1%
14.94
29
0.2%
14.9
85
0.6%
14.88
19
0.1%
14.86
15
0.1%
14.77
9
<0.1%
14.72
13
<0.1%
14.6
8
<0.1%
14.48
23
0.2%
14.45
45
0.3%
14.44
9
<0.1%
age_50s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age_20s
-0.72
age_median
0.69
never_married
-0.63
home_ownership
0.60
married
0.59
age_60s
0.55
age_30s
-0.50
race_white
0.45
age_70s
0.44
housing_units
-0.42
poverty
-0.42
income_household_under_5
-0.41
population
-0.39
race_multiple
-0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.37
Division
0.28
Region
0.20
patient_race
0.16
payer_type
0.08
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
12.3
307
2.3%
11.73
276
2.1%
13.67
213
1.6%
13.38
193
1.5%
11.46
183
1.4%
13.3
172
1.3%
13.02
161
1.2%
14.11
152
1.2%
15.02
150
1.1%
13.07
148
1.1%
11.28
145
1.1%
15.39
138
1.0%
13.58
138
1.0%
14.65
137
1.0%
13.6
124
0.9%
SMALLEST VALUES
0.0
5
<0.1%
7.99
7
<0.1%
8.4
7
<0.1%
8.5
2
<0.1%
8.75
9
<0.1%
8.81
7
<0.1%
8.83
2
<0.1%
8.85
3
<0.1%
8.9
3
<0.1%
8.92
2
<0.1%
9.0
10
<0.1%
9.08
15
0.1%
9.09
6
<0.1%
9.12
23
0.2%
9.28
3
<0.1%
LARGEST VALUES
21.66
3
<0.1%
20.67
3
<0.1%
20.37
2
<0.1%
19.28
8
<0.1%
19.21
5
<0.1%
19.17
1
<0.1%
19.05
1
<0.1%
18.9
14
0.1%
18.84
2
<0.1%
18.61
7
<0.1%
18.58
16
0.1%
18.55
6
<0.1%
18.48
27
0.2%
18.47
4
<0.1%
18.12
1
<0.1%
age_60s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age_median
0.88
age_70s
0.81
age_20s
-0.72
age_30s
-0.68
never_married
-0.68
home_ownership
0.66
housing_units
-0.66
population
-0.66
race_white
0.59
labor_force_participation
-0.58
widowed
0.56
age_50s
0.55
married
0.53
disabled
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.41
Division
0.24
patient_race
0.20
Region
0.13
metastatic_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
payer_type
0.07
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
9.41
221
1.7%
12.77
200
1.5%
9.79
183
1.4%
11.47
167
1.3%
9.68
158
1.2%
11.07
157
1.2%
11.84
150
1.1%
13.03
149
1.1%
10.11
146
1.1%
12.18
145
1.1%
12.4
144
1.1%
13.88
142
1.1%
12.73
142
1.1%
13.09
141
1.1%
9.6
131
1.0%
SMALLEST VALUES
0.2
5
<0.1%
6.9
7
<0.1%
7.48
2
<0.1%
7.57
20
0.2%
7.82
15
0.1%
7.86
5
<0.1%
7.88
4
<0.1%
7.94
11
<0.1%
7.97
6
<0.1%
8.02
7
<0.1%
8.04
50
0.4%
8.05
51
0.4%
8.07
3
<0.1%
8.2
49
0.4%
8.25
18
0.1%
LARGEST VALUES
24.51
3
<0.1%
23.67
3
<0.1%
22.69
9
<0.1%
22.5
7
<0.1%
21.99
7
<0.1%
21.94
2
<0.1%
21.4
5
<0.1%
21.22
3
<0.1%
21.11
1
<0.1%
21.06
9
<0.1%
20.81
4
<0.1%
20.8
6
<0.1%
20.41
10
<0.1%
20.16
3
<0.1%
20.11
1
<0.1%
age_70s
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age_median
0.89
age_60s
0.81
age_30s
-0.66
age_20s
-0.66
widowed
0.65
never_married
-0.65
labor_force_participation
-0.65
age_over_80
0.63
home_ownership
0.56
population
-0.54
housing_units
-0.54
disabled
0.51
race_white
0.51
family_dual_income
-0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.40
Division
0.21
patient_race
0.17
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
payer_type
0.04
Region
0.04
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
6.38
309
2.3%
5.67
221
1.7%
7.82
204
1.5%
6.0
183
1.4%
5.41
158
1.2%
6.01
156
1.2%
6.73
147
1.1%
6.57
133
1.0%
7.18
127
1.0%
6.46
126
1.0%
7.85
124
0.9%
7.4
123
0.9%
5.05
121
0.9%
5.06
119
0.9%
7.93
119
0.9%
SMALLEST VALUES
0.0
5
<0.1%
3.97
7
<0.1%
4.0
20
0.2%
4.1
18
0.1%
4.25
2
<0.1%
4.29
49
0.4%
4.3
11
<0.1%
4.33
15
0.1%
4.42
40
0.3%
4.43
3
<0.1%
4.5
49
0.4%
4.53
3
<0.1%
4.56
58
0.4%
4.59
18
0.1%
4.61
5
<0.1%
LARGEST VALUES
19.0
1
<0.1%
16.27
21
0.2%
16.21
5
<0.1%
16.01
23
0.2%
16.0
7
<0.1%
15.69
8
<0.1%
15.66
1
<0.1%
15.57
4
<0.1%
15.54
20
0.2%
15.47
1
<0.1%
15.44
5
<0.1%
15.25
7
<0.1%
15.19
7
<0.1%
15.0
3
<0.1%
14.8
10
<0.1%
age_over_80
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
widowed
0.68
age_median
0.68
age_70s
0.63
age_20s
-0.48
age_60s
0.47
age_30s
-0.47
labor_force_participation
-0.44
never_married
-0.40
age_under_10
-0.37
disabled
0.34
age_10_to_19
-0.33
race_white
0.31
population
-0.31
housing_units
-0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.39
Division
0.23
Region
0.19
patient_race
0.11
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.05
payer_type
0.04
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
3.75
237
1.8%
3.82
221
1.7%
3.58
217
1.6%
3.74
215
1.6%
3.68
194
1.5%
3.99
185
1.4%
4.3
167
1.3%
3.71
163
1.2%
2.89
158
1.2%
3.48
154
1.2%
4.2
153
1.2%
3.23
151
1.1%
4.16
144
1.1%
3.9
143
1.1%
2.43
141
1.1%
SMALLEST VALUES
0.0
5
<0.1%
1.37
7
<0.1%
2.02
18
0.1%
2.08
38
0.3%
2.1
28
0.2%
2.13
2
<0.1%
2.17
7
<0.1%
2.19
85
0.6%
2.21
5
<0.1%
2.22
3
<0.1%
2.23
49
0.4%
2.26
3
<0.1%
2.28
135
1.0%
2.31
7
<0.1%
2.33
69
0.5%
LARGEST VALUES
18.83
10
<0.1%
13.68
7
<0.1%
13.66
16
0.1%
11.55
9
<0.1%
11.23
8
<0.1%
10.11
5
<0.1%
9.7
3
<0.1%
9.29
21
0.2%
9.18
1
<0.1%
9.15
14
0.1%
8.42
7
<0.1%
8.4
12
<0.1%
8.38
1
<0.1%
8.15
2
<0.1%
7.8
9
<0.1%
male
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
female
-1.00
veteran
0.53
race_black
-0.39
education_some_college
0.35
patient_zip3
0.34
housing_units
-0.33
population
-0.31
density
-0.29
race_white
0.28
age_60s
0.24
commute_time
-0.24
education_graduate
-0.24
home_ownership
0.23
married
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.44
Division
0.37
Region
0.33
patient_race
0.12
metastatic_cancer_diagnosis_code
0.06
breast_cancer_diagnosis_code
0.05
breast_cancer_diagnosis_desc
0.05
payer_type
0.05
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
49.48
291
2.2%
50.51
238
1.8%
49.93
224
1.7%
47.67
223
1.7%
49.05
221
1.7%
49.28
217
1.6%
50.02
185
1.4%
48.7
166
1.3%
49.65
147
1.1%
48.55
147
1.1%
49.27
146
1.1%
49.98
140
1.1%
48.54
130
1.0%
49.29
120
0.9%
47.38
118
0.9%
SMALLEST VALUES
39.73
10
<0.1%
40.16
7
<0.1%
42.55
2
<0.1%
43.75
5
<0.1%
43.95
7
<0.1%
44.99
11
<0.1%
45.43
2
<0.1%
45.51
10
<0.1%
45.59
11
<0.1%
45.87
16
0.1%
46.08
1
<0.1%
46.1
11
<0.1%
46.11
1
<0.1%
46.2
15
0.1%
46.4
9
<0.1%
LARGEST VALUES
61.6
9
<0.1%
57.83
3
<0.1%
57.56
1
<0.1%
57.51
51
0.4%
57.12
54
0.4%
56.9
2
<0.1%
56.79
7
<0.1%
56.02
7
<0.1%
56.0
6
<0.1%
55.8
1
<0.1%
55.36
1
<0.1%
55.29
7
<0.1%
55.13
4
<0.1%
54.83
7
<0.1%
54.45
5
<0.1%
female
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
male
-1.00
veteran
-0.53
race_black
0.39
education_some_college
-0.35
patient_zip3
-0.34
housing_units
0.33
population
0.31
density
0.29
race_white
-0.28
age_60s
-0.24
commute_time
0.24
education_graduate
0.24
home_ownership
-0.23
married
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.44
Division
0.37
Region
0.33
patient_race
0.12
metastatic_cancer_diagnosis_code
0.06
breast_cancer_diagnosis_code
0.05
breast_cancer_diagnosis_desc
0.05
payer_type
0.05
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
50.52
314
2.4%
49.49
238
1.8%
52.33
223
1.7%
50.95
221
1.7%
50.72
217
1.6%
50.07
210
1.6%
49.98
185
1.4%
51.3
166
1.3%
50.35
147
1.1%
51.45
147
1.1%
50.73
146
1.1%
50.02
140
1.1%
51.46
130
1.0%
50.71
120
0.9%
52.62
118
0.9%
SMALLEST VALUES
38.4
9
<0.1%
42.17
3
<0.1%
42.44
1
<0.1%
42.49
51
0.4%
42.88
54
0.4%
43.1
2
<0.1%
43.21
7
<0.1%
43.98
7
<0.1%
44.0
6
<0.1%
44.2
1
<0.1%
44.64
1
<0.1%
44.71
7
<0.1%
44.87
4
<0.1%
45.17
7
<0.1%
45.55
5
<0.1%
LARGEST VALUES
60.28
10
<0.1%
59.84
7
<0.1%
57.45
2
<0.1%
56.25
5
<0.1%
56.05
7
<0.1%
55.01
11
<0.1%
54.57
2
<0.1%
54.49
10
<0.1%
54.41
11
<0.1%
54.13
16
0.1%
53.92
1
<0.1%
53.9
11
<0.1%
53.89
1
<0.1%
53.8
15
0.1%
53.6
9
<0.1%
married
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
never_married
-0.93
home_ownership
0.79
age_20s
-0.74
poverty
-0.71
income_household_under_5
-0.71
race_white
0.69
race_black
-0.68
unemployment_rate
-0.64
age_median
0.61
income_household_5_to_10
-0.59
age_50s
0.59
age_30s
-0.55
age_60s
0.53
income_household_10_to_15
-0.52

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.37
patient_race
0.27
Division
0.24
Region
0.18
payer_type
0.16
metastatic_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
33.48
221
1.7%
39.92
183
1.4%
48.5
167
1.3%
35.93
158
1.2%
47.97
144
1.1%
42.93
121
0.9%
50.27
119
0.9%
32.32
118
0.9%
57.21
117
0.9%
48.86
116
0.9%
49.67
115
0.9%
36.08
109
0.8%
45.47
107
0.8%
32.49
106
0.8%
50.96
106
0.8%
SMALLEST VALUES
0.9
5
<0.1%
26.24
95
0.7%
27.43
15
0.1%
27.54
4
<0.1%
27.71
5
<0.1%
27.72
19
0.1%
28.0
7
<0.1%
28.17
6
<0.1%
28.71
18
0.1%
28.8
3
<0.1%
28.83
10
<0.1%
28.85
15
0.1%
28.98
7
<0.1%
30.52
14
0.1%
30.62
7
<0.1%
LARGEST VALUES
66.9
3
<0.1%
63.35
1
<0.1%
62.7
1
<0.1%
62.5
1
<0.1%
62.49
2
<0.1%
62.29
1
<0.1%
62.28
7
<0.1%
61.77
2
<0.1%
61.72
12
<0.1%
61.58
1
<0.1%
61.19
6
<0.1%
61.14
3
<0.1%
61.13
1
<0.1%
61.11
2
<0.1%
60.97
5
<0.1%
divorced
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_six_figure
-0.70
family_dual_income
-0.68
income_household_150_over
-0.67
income_household_median
-0.67
disabled
0.65
income_household_25_to_35
0.65
income_household_35_to_50
0.64
income_household_20_to_25
0.61
income_individual_median
-0.58
rent_median
-0.57
race_asian
-0.56
income_household_15_to_20
0.55
education_bachelors
-0.55
income_household_100_to_150
-0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.65
Division
0.45
Region
0.36
patient_race
0.14
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
payer_type
0.02
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
11.3
221
1.7%
10.24
183
1.4%
10.12
167
1.3%
10.3
159
1.2%
12.65
156
1.2%
13.34
153
1.2%
14.58
151
1.1%
13.37
150
1.1%
12.3
146
1.1%
11.44
144
1.1%
11.16
140
1.1%
11.9
128
1.0%
10.67
126
1.0%
10.33
122
0.9%
11.75
119
0.9%
SMALLEST VALUES
0.2
5
<0.1%
5.23
2
<0.1%
6.53
3
<0.1%
7.1
3
<0.1%
7.12
4
<0.1%
7.56
16
0.1%
7.68
9
<0.1%
7.74
2
<0.1%
7.89
15
0.1%
7.9
19
0.1%
8.03
1
<0.1%
8.13
1
<0.1%
8.21
34
0.3%
8.35
5
<0.1%
8.4
1
<0.1%
LARGEST VALUES
21.03
3
<0.1%
19.83
3
<0.1%
19.6
1
<0.1%
19.17
3
<0.1%
19.03
9
<0.1%
18.99
2
<0.1%
18.89
4
<0.1%
18.47
3
<0.1%
18.35
3
<0.1%
18.32
4
<0.1%
18.21
20
0.2%
18.14
21
0.2%
18.12
9
<0.1%
18.11
3
<0.1%
17.87
1
<0.1%
never_married
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
married
-0.93
home_ownership
-0.86
age_20s
0.83
race_white
-0.77
age_median
-0.74
age_60s
-0.68
age_30s
0.68
housing_units
0.65
age_70s
-0.65
age_50s
-0.63
race_black
0.61
population
0.60
income_household_under_5
0.56
unemployment_rate
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.41
Division
0.29
patient_race
0.27
Region
0.23
payer_type
0.15
metastatic_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
50.46
221
1.7%
44.64
183
1.4%
36.41
167
1.3%
49.01
158
1.2%
28.02
148
1.1%
34.71
144
1.1%
39.89
121
0.9%
30.83
120
0.9%
28.61
120
0.9%
32.49
119
0.9%
47.87
118
0.9%
35.97
116
0.9%
33.53
115
0.9%
49.31
109
0.8%
29.15
108
0.8%
SMALLEST VALUES
13.44
1
<0.1%
17.77
3
<0.1%
18.29
3
<0.1%
18.52
2
<0.1%
18.58
1
<0.1%
18.7
4
<0.1%
19.0
8
<0.1%
19.09
1
<0.1%
19.61
3
<0.1%
19.63
1
<0.1%
19.7
5
<0.1%
19.86
5
<0.1%
20.03
11
<0.1%
20.11
3
<0.1%
20.27
1
<0.1%
LARGEST VALUES
98.9
5
<0.1%
61.8
15
0.1%
58.5
3
<0.1%
56.11
7
<0.1%
55.58
9
<0.1%
54.98
9
<0.1%
54.17
15
0.1%
53.86
6
<0.1%
53.23
3
<0.1%
53.02
5
<0.1%
52.74
15
0.1%
52.57
95
0.7%
51.92
3
<0.1%
51.79
15
0.1%
51.78
10
<0.1%
widowed
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
disabled
0.69
labor_force_participation
-0.69
age_over_80
0.68
education_highschool
0.65
age_70s
0.65
age_median
0.61
education_bachelors
-0.61
age_30s
-0.58
education_college_or_above
-0.57
family_dual_income
-0.57
age_60s
0.56
age_20s
-0.51
income_household_20_to_25
0.51
income_household_six_figure
-0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.48
Division
0.34
Region
0.32
patient_race
0.13
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.07
payer_type
0.03
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
4.77
393
3.0%
4.76
288
2.2%
5.9
278
2.1%
5.5
206
1.6%
5.19
183
1.4%
3.69
181
1.4%
4.97
167
1.3%
5.87
154
1.2%
5.52
134
1.0%
4.2
133
1.0%
5.09
132
1.0%
4.95
130
1.0%
4.62
125
0.9%
5.36
124
0.9%
5.43
123
0.9%
SMALLEST VALUES
0.0
5
<0.1%
2.57
9
<0.1%
2.75
5
<0.1%
2.88
15
0.1%
2.93
15
0.1%
3.09
53
0.4%
3.14
5
<0.1%
3.15
3
<0.1%
3.2
51
0.4%
3.27
2
<0.1%
3.28
15
0.1%
3.4
12
<0.1%
3.43
50
0.4%
3.47
77
0.6%
3.48
31
0.2%
LARGEST VALUES
20.65
10
<0.1%
15.44
7
<0.1%
14.79
3
<0.1%
14.13
2
<0.1%
13.09
1
<0.1%
13.07
5
<0.1%
12.97
1
<0.1%
12.54
3
<0.1%
12.51
3
<0.1%
12.07
1
<0.1%
11.97
9
<0.1%
11.91
4
<0.1%
11.87
14
0.1%
11.86
2
<0.1%
11.69
1
<0.1%
family_size
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
race_other
0.66
hispanic
0.65
education_less_highschool
0.61
race_white
-0.60
limited_english
0.56
race_multiple
0.51
Average of Nov-14
0.49
Average of Mar-13
0.49
Average of Feb-16
0.49
Average of Jan-18
0.48
Average of Nov-17
0.48
Average of Dec-17
0.48
Average of Oct-15
0.48
Average of Oct-14
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.60
Division
0.45
Region
0.34
patient_race
0.26
payer_type
0.12
metastatic_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
3.09
453
3.4%
3.01
429
3.3%
3.05
382
2.9%
3.23
367
2.8%
3.0
351
2.7%
3.17
344
2.6%
3.15
343
2.6%
3.04
332
2.5%
3.13
314
2.4%
3.46
310
2.4%
3.31
304
2.3%
3.26
302
2.3%
3.16
289
2.2%
2.99
287
2.2%
3.1
279
2.1%
SMALLEST VALUES
2.55
7
<0.1%
2.6
5
<0.1%
2.7
6
<0.1%
2.71
2
<0.1%
2.73
1
<0.1%
2.74
9
<0.1%
2.75
9
<0.1%
2.76
6
<0.1%
2.77
27
0.2%
2.78
1
<0.1%
2.79
47
0.4%
2.8
14
0.1%
2.81
25
0.2%
2.82
41
0.3%
2.83
27
0.2%
LARGEST VALUES
4.17
3
<0.1%
4.16
15
0.1%
4.06
1
<0.1%
3.96
26
0.2%
3.93
20
0.2%
3.84
63
0.5%
3.8
105
0.8%
3.79
1
<0.1%
3.77
83
0.6%
3.73
16
0.1%
3.72
67
0.5%
3.71
9
<0.1%
3.69
69
0.5%
3.68
1
<0.1%
3.67
168
1.3%
family_dual_income
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
labor_force_participation
0.85
disabled
-0.80
income_household_20_to_25
-0.75
income_household_six_figure
0.75
income_household_25_to_35
-0.75
income_household_15_to_20
-0.74
income_household_100_to_150
0.73
income_household_median
0.71
divorced
-0.68
income_individual_median
0.67
income_household_150_over
0.67
income_household_10_to_15
-0.66
education_bachelors
0.66
poverty
-0.64

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.55
Division
0.36
Region
0.31
patient_race
0.12
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
payer_type
0.06
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
55.53
221
1.7%
53.45
183
1.4%
55.18
178
1.4%
59.22
167
1.3%
59.06
156
1.2%
55.05
144
1.1%
51.24
129
1.0%
51.79
119
0.9%
52.89
119
0.9%
45.59
118
0.9%
58.35
117
0.9%
57.21
115
0.9%
53.72
109
0.8%
55.65
107
0.8%
50.73
106
0.8%
SMALLEST VALUES
19.31
2
<0.1%
20.15
1
<0.1%
20.99
1
<0.1%
23.45
4
<0.1%
25.77
1
<0.1%
26.37
1
<0.1%
26.71
5
<0.1%
27.33
3
<0.1%
28.09
2
<0.1%
28.43
3
<0.1%
29.18
3
<0.1%
29.6
2
<0.1%
29.74
5
<0.1%
31.36
1
<0.1%
31.59
1
<0.1%
LARGEST VALUES
65.64
1
<0.1%
64.51
1
<0.1%
64.24
5
<0.1%
64.13
10
<0.1%
64.07
4
<0.1%
64.03
5
<0.1%
63.98
41
0.3%
63.91
29
0.2%
63.81
9
<0.1%
63.72
50
0.4%
63.58
29
0.2%
63.46
70
0.5%
63.34
3
<0.1%
63.28
26
0.2%
62.94
19
0.1%
income_household_median
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_six_figure
0.98
income_household_150_over
0.96
income_individual_median
0.91
income_household_25_to_35
-0.85
income_household_35_to_50
-0.85
income_household_20_to_25
-0.82
rent_median
0.82
income_household_15_to_20
-0.79
education_college_or_above
0.75
education_bachelors
0.75
family_dual_income
0.71
income_household_10_to_15
-0.71
home_value
0.71
disabled
-0.71

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.54
Division
0.44
Region
0.38
patient_race
0.16
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.07
payer_type
0.05
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
69266.69
221
1.7%
74499.71
183
1.4%
86330.39
167
1.3%
76232.66
158
1.2%
77592.8
144
1.1%
66076.27
121
0.9%
76481.07
119
0.9%
50831.96
118
0.9%
107517.7
117
0.9%
102232.7
116
0.9%
82017.54
115
0.9%
113117.0
109
0.8%
103001.1
107
0.8%
62665.53
106
0.8%
78713.81
106
0.8%
SMALLEST VALUES
29222.0
2
<0.1%
32935.38
3
<0.1%
33022.09
3
<0.1%
34579.6
7
<0.1%
35017.88
2
<0.1%
35413.6
5
<0.1%
35879.57
2
<0.1%
36297.0
5
<0.1%
36639.0
2
<0.1%
36966.08
19
0.1%
37776.41
1
<0.1%
37847.45
3
<0.1%
37983.73
1
<0.1%
38123.62
1
<0.1%
38462.91
4
<0.1%
LARGEST VALUES
164119.2
29
0.2%
148130.0
4
<0.1%
147666.7
2
<0.1%
147128.2
36
0.3%
145530.2
7
<0.1%
144840.4
4
<0.1%
140892.3
5
<0.1%
140605.1
10
<0.1%
139943.7
5
<0.1%
137928.1
29
0.2%
136920.3
5
<0.1%
133783.0
26
0.2%
132837.5
34
0.3%
132770.4
30
0.2%
130011.4
31
0.2%
income_household_under_5
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
poverty
0.83
married
-0.71
income_household_5_to_10
0.67
income_household_100_to_150
-0.67
income_household_10_to_15
0.65
unemployment_rate
0.62
never_married
0.56
race_black
0.55
income_household_75_to_100
-0.55
home_ownership
-0.52
income_household_15_to_20
0.50
rent_burden
0.48
income_household_median
-0.48
family_dual_income
-0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.33
patient_race
0.22
Division
0.20
Region
0.16
payer_type
0.13
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
2.12
308
2.3%
2.3
266
2.0%
2.05
248
1.9%
6.32
221
1.7%
2.52
219
1.7%
3.31
216
1.6%
2.23
212
1.6%
4.33
204
1.5%
2.33
191
1.5%
5.44
158
1.2%
2.65
152
1.2%
2.59
138
1.0%
2.95
137
1.0%
2.48
137
1.0%
4.01
134
1.0%
SMALLEST VALUES
0.75
2
<0.1%
0.8
4
<0.1%
1.09
12
<0.1%
1.1
3
<0.1%
1.12
2
<0.1%
1.19
1
<0.1%
1.23
57
0.4%
1.24
27
0.2%
1.28
6
<0.1%
1.29
15
0.1%
1.3
8
<0.1%
1.31
10
<0.1%
1.32
5
<0.1%
1.34
2
<0.1%
1.35
29
0.2%
LARGEST VALUES
19.62
7
<0.1%
11.13
10
<0.1%
10.47
10
<0.1%
10.34
3
<0.1%
9.45
18
0.1%
9.36
21
0.2%
8.37
13
<0.1%
8.23
1
<0.1%
8.12
19
0.1%
7.74
1
<0.1%
7.66
32
0.2%
7.59
8
<0.1%
7.43
3
<0.1%
7.41
2
<0.1%
7.28
95
0.7%
income_household_5_to_10
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
poverty
0.87
income_household_10_to_15
0.78
income_household_100_to_150
-0.76
income_household_15_to_20
0.71
income_household_under_5
0.67
income_household_median
-0.63
income_household_six_figure
-0.63
income_household_20_to_25
0.62
family_dual_income
-0.60
married
-0.59
unemployment_rate
0.55
income_household_25_to_35
0.55
income_individual_median
-0.52
disabled
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.50
Division
0.36
Region
0.28
patient_race
0.18
payer_type
0.09
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
1.89
272
2.1%
1.53
235
1.8%
2.95
231
1.8%
1.31
229
1.7%
2.07
211
1.6%
3.31
193
1.5%
1.54
180
1.4%
3.45
158
1.2%
1.9
149
1.1%
1.12
146
1.1%
2.2
140
1.1%
3.09
140
1.1%
1.94
131
1.0%
1.27
130
1.0%
1.62
129
1.0%
SMALLEST VALUES
0.36
26
0.2%
0.58
13
<0.1%
0.65
1
<0.1%
0.69
29
0.2%
0.7
3
<0.1%
0.71
29
0.2%
0.72
21
0.2%
0.78
10
<0.1%
0.8
4
<0.1%
0.82
29
0.2%
0.85
34
0.3%
0.86
22
0.2%
0.91
1
<0.1%
0.92
22
0.2%
0.96
45
0.3%
LARGEST VALUES
11.87
3
<0.1%
10.22
3
<0.1%
9.92
5
<0.1%
9.37
3
<0.1%
8.84
2
<0.1%
8.8
19
0.1%
8.58
1
<0.1%
8.43
2
<0.1%
8.07
2
<0.1%
7.8
1
<0.1%
7.76
3
<0.1%
7.66
5
<0.1%
7.52
54
0.4%
7.28
95
0.7%
6.87
1
<0.1%
income_household_10_to_15
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
poverty
0.87
income_household_100_to_150
-0.80
income_household_5_to_10
0.78
income_household_15_to_20
0.75
income_household_median
-0.71
income_household_six_figure
-0.71
income_household_20_to_25
0.70
family_dual_income
-0.66
income_household_under_5
0.65
income_individual_median
-0.62
income_household_25_to_35
0.61
disabled
0.59
income_household_150_over
-0.59
education_less_highschool
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.46
Division
0.32
Region
0.26
patient_race
0.15
payer_type
0.10
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
2.9
290
2.2%
4.38
258
2.0%
6.81
221
1.7%
3.01
221
1.7%
5.86
205
1.6%
4.64
169
1.3%
2.66
159
1.2%
2.35
143
1.1%
2.86
129
1.0%
2.65
127
1.0%
4.57
127
1.0%
2.81
124
0.9%
3.16
122
0.9%
2.96
122
0.9%
4.35
121
0.9%
SMALLEST VALUES
1.02
1
<0.1%
1.09
10
<0.1%
1.1
5
<0.1%
1.12
38
0.3%
1.29
5
<0.1%
1.35
2
<0.1%
1.36
19
0.1%
1.39
7
<0.1%
1.47
1
<0.1%
1.48
4
<0.1%
1.49
29
0.2%
1.5
58
0.4%
1.53
9
<0.1%
1.55
10
<0.1%
1.59
26
0.2%
LARGEST VALUES
14.28
3
<0.1%
12.73
1
<0.1%
11.74
2
<0.1%
11.13
1
<0.1%
11.12
54
0.4%
10.97
5
<0.1%
10.71
1
<0.1%
10.66
1
<0.1%
10.4
5
<0.1%
10.36
3
<0.1%
10.18
1
<0.1%
10.04
3
<0.1%
10.01
1
<0.1%
9.93
9
<0.1%
9.62
7
<0.1%
income_household_15_to_20
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_six_figure
-0.80
income_household_median
-0.79
income_household_20_to_25
0.78
income_household_100_to_150
-0.77
income_household_10_to_15
0.75
family_dual_income
-0.74
poverty
0.73
income_household_150_over
-0.72
income_household_25_to_35
0.71
income_individual_median
-0.71
income_household_5_to_10
0.71
disabled
0.70
education_bachelors
-0.62
labor_force_participation
-0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.51
Division
0.34
Region
0.31
patient_race
0.15
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
payer_type
0.07
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
4.18
282
2.1%
4.46
270
2.1%
3.26
218
1.7%
2.75
170
1.3%
4.05
158
1.2%
3.69
151
1.1%
2.77
149
1.1%
2.59
139
1.1%
3.19
138
1.0%
4.62
135
1.0%
2.63
133
1.0%
3.04
133
1.0%
2.21
129
1.0%
3.98
127
1.0%
3.17
125
0.9%
SMALLEST VALUES
1.03
5
<0.1%
1.06
29
0.2%
1.1
29
0.2%
1.13
3
<0.1%
1.19
3
<0.1%
1.24
10
<0.1%
1.28
1
<0.1%
1.36
19
0.1%
1.38
4
<0.1%
1.44
68
0.5%
1.48
34
0.3%
1.55
5
<0.1%
1.56
4
<0.1%
1.57
10
<0.1%
1.58
9
<0.1%
LARGEST VALUES
12.4
3
<0.1%
11.6
1
<0.1%
10.22
2
<0.1%
10.16
3
<0.1%
10.13
1
<0.1%
9.93
4
<0.1%
9.78
3
<0.1%
9.17
4
<0.1%
9.11
3
<0.1%
9.05
6
<0.1%
9.01
7
<0.1%
8.81
5
<0.1%
8.8
4
<0.1%
8.77
1
<0.1%
8.65
6
<0.1%
income_household_20_to_25
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_six_figure
-0.84
income_household_median
-0.82
income_household_15_to_20
0.78
income_household_150_over
-0.77
income_household_100_to_150
-0.76
income_individual_median
-0.76
family_dual_income
-0.75
income_household_25_to_35
0.74
disabled
0.72
income_household_10_to_15
0.70
income_household_35_to_50
0.68
poverty
0.67
education_bachelors
-0.66
rent_median
-0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.52
Division
0.36
Region
0.33
patient_race
0.13
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.05
payer_type
0.05
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
2.64
267
2.0%
4.13
256
1.9%
4.04
183
1.4%
3.17
179
1.4%
4.46
178
1.4%
3.55
178
1.4%
3.68
175
1.3%
4.08
172
1.3%
4.71
155
1.2%
4.24
152
1.2%
2.41
147
1.1%
3.43
139
1.1%
3.28
138
1.0%
4.21
133
1.0%
2.67
133
1.0%
SMALLEST VALUES
1.1
2
<0.1%
1.4
4
<0.1%
1.55
59
0.4%
1.56
52
0.4%
1.6
9
<0.1%
1.63
5
<0.1%
1.66
39
0.3%
1.67
26
0.2%
1.7
5
<0.1%
1.76
29
0.2%
1.83
70
0.5%
1.84
30
0.2%
1.86
15
0.1%
1.92
29
0.2%
1.98
16
0.1%
LARGEST VALUES
14.35
2
<0.1%
12.86
2
<0.1%
10.4
2
<0.1%
9.9
1
<0.1%
9.6
17
0.1%
9.59
7
<0.1%
9.45
4
<0.1%
9.3
1
<0.1%
9.26
8
<0.1%
9.24
9
<0.1%
8.95
8
<0.1%
8.82
3
<0.1%
8.59
1
<0.1%
8.58
14
0.1%
8.35
1
<0.1%
income_household_25_to_35
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_six_figure
-0.88
income_household_median
-0.85
income_household_150_over
-0.84
income_individual_median
-0.79
income_household_35_to_50
0.76
family_dual_income
-0.75
income_household_20_to_25
0.74
rent_median
-0.73
disabled
0.72
income_household_100_to_150
-0.71
income_household_15_to_20
0.71
education_bachelors
-0.70
education_college_or_above
-0.69
divorced
0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.57
Division
0.44
Region
0.40
patient_race
0.14
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.07
payer_type
0.02
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
7.84
249
1.9%
7.59
217
1.6%
6.65
192
1.5%
5.16
190
1.4%
7.8
158
1.2%
7.25
156
1.2%
5.27
149
1.1%
8.71
148
1.1%
5.83
136
1.0%
7.21
129
1.0%
6.28
125
0.9%
10.18
121
0.9%
7.35
119
0.9%
8.04
119
0.9%
9.28
118
0.9%
SMALLEST VALUES
2.65
5
<0.1%
2.79
7
<0.1%
2.81
29
0.2%
2.92
29
0.2%
2.94
4
<0.1%
3.04
10
<0.1%
3.51
3
<0.1%
3.65
4
<0.1%
3.68
5
<0.1%
3.79
70
0.5%
3.83
2
<0.1%
3.91
36
0.3%
3.93
30
0.2%
3.95
16
0.1%
4.0
26
0.2%
LARGEST VALUES
26.55
2
<0.1%
18.34
3
<0.1%
16.36
1
<0.1%
16.28
1
<0.1%
16.25
7
<0.1%
16.09
4
<0.1%
15.41
4
<0.1%
15.32
4
<0.1%
15.27
11
<0.1%
15.13
1
<0.1%
15.03
1
<0.1%
15.01
23
0.2%
14.96
10
<0.1%
14.85
5
<0.1%
14.84
1
<0.1%
income_household_35_to_50
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_six_figure
-0.88
income_household_150_over
-0.87
income_household_median
-0.85
income_individual_median
-0.80
rent_median
-0.80
income_household_25_to_35
0.76
education_college_or_above
-0.73
education_bachelors
-0.72
home_value
-0.72
education_graduate
-0.68
income_household_20_to_25
0.68
education_highschool
0.67
disabled
0.66
divorced
0.64

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.60
Division
0.47
Region
0.42
patient_race
0.14
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.08
payer_type
0.04
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
10.16
239
1.8%
9.9
183
1.4%
9.62
167
1.3%
12.72
160
1.2%
9.69
158
1.2%
6.47
153
1.2%
13.96
151
1.1%
10.97
150
1.1%
11.4
128
1.0%
9.18
127
1.0%
11.36
126
1.0%
12.16
122
0.9%
11.53
121
0.9%
10.5
119
0.9%
10.42
119
0.9%
SMALLEST VALUES
1.7
2
<0.1%
4.09
5
<0.1%
4.6
29
0.2%
5.09
16
0.1%
5.13
2
<0.1%
5.23
29
0.2%
5.49
7
<0.1%
5.5
5
<0.1%
5.55
1
<0.1%
5.84
36
0.3%
5.89
103
0.8%
5.96
26
0.2%
6.08
18
0.1%
6.2
4
<0.1%
6.21
30
0.2%
LARGEST VALUES
24.08
5
<0.1%
22.45
5
<0.1%
21.66
3
<0.1%
20.59
10
<0.1%
20.52
16
0.1%
19.95
1
<0.1%
19.58
2
<0.1%
19.28
3
<0.1%
19.04
1
<0.1%
19.03
7
<0.1%
18.69
6
<0.1%
18.52
3
<0.1%
18.31
3
<0.1%
18.23
1
<0.1%
18.07
3
<0.1%
income_household_50_to_75
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_150_over
-0.75
rent_median
-0.72
home_value
-0.68
education_graduate
-0.67
education_college_or_above
-0.66
income_household_six_figure
-0.66
education_highschool
0.64
income_household_35_to_50
0.64
income_household_median
-0.63
income_individual_median
-0.62
education_bachelors
-0.61
race_asian
-0.56
education_some_college
0.54
income_household_25_to_35
0.50

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.55
Division
0.46
Region
0.38
patient_race
0.16
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
payer_type
0.08
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
14.42
221
1.7%
15.19
215
1.6%
18.37
196
1.5%
13.54
183
1.4%
15.97
167
1.3%
14.1
158
1.2%
17.11
155
1.2%
17.05
144
1.1%
16.33
140
1.1%
15.99
127
1.0%
17.08
127
1.0%
15.39
118
0.9%
16.98
118
0.9%
13.96
117
0.9%
13.0
116
0.9%
SMALLEST VALUES
4.95
2
<0.1%
7.6
2
<0.1%
8.11
29
0.2%
8.42
31
0.2%
8.63
4
<0.1%
9.1
7
<0.1%
9.29
18
0.1%
9.75
36
0.3%
9.81
5
<0.1%
9.87
34
0.3%
10.09
35
0.3%
10.18
5
<0.1%
10.3
109
0.8%
10.46
4
<0.1%
10.48
11
<0.1%
LARGEST VALUES
27.13
17
0.1%
26.77
15
0.1%
25.63
1
<0.1%
25.01
7
<0.1%
24.82
3
<0.1%
24.81
21
0.2%
24.66
6
<0.1%
24.65
3
<0.1%
24.28
8
<0.1%
23.89
21
0.2%
23.78
1
<0.1%
23.73
1
<0.1%
23.54
10
<0.1%
23.46
8
<0.1%
23.08
3
<0.1%
income_household_75_to_100
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_under_5
-0.55
poverty
-0.53
married
0.51
income_household_5_to_10
-0.49
race_white
0.49
home_ownership
0.49
income_household_100_to_150
0.48
unemployment_rate
-0.48
never_married
-0.47
income_household_10_to_15
-0.45
income_household_50_to_75
0.43
rent_burden
-0.42
education_some_college
0.39
race_black
-0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.46
Division
0.35
Region
0.31
patient_race
0.17
payer_type
0.10
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
10.74
236
1.8%
10.48
222
1.7%
14.12
201
1.5%
12.31
168
1.3%
13.59
167
1.3%
12.47
162
1.2%
11.5
158
1.2%
12.48
152
1.2%
13.45
132
1.0%
11.84
131
1.0%
13.07
128
1.0%
12.73
124
0.9%
9.81
123
0.9%
14.19
121
0.9%
10.93
121
0.9%
SMALLEST VALUES
4.73
3
<0.1%
5.51
1
<0.1%
6.15
2
<0.1%
6.47
3
<0.1%
6.57
5
<0.1%
6.72
2
<0.1%
6.73
3
<0.1%
6.92
19
0.1%
7.43
1
<0.1%
7.7
3
<0.1%
7.98
4
<0.1%
8.05
8
<0.1%
8.09
31
0.2%
8.2
1
<0.1%
8.32
1
<0.1%
LARGEST VALUES
24.8
2
<0.1%
19.49
7
<0.1%
18.76
1
<0.1%
18.56
1
<0.1%
18.03
3
<0.1%
18.01
1
<0.1%
17.61
13
<0.1%
17.59
15
0.1%
17.57
3
<0.1%
17.43
14
0.1%
17.31
14
0.1%
17.21
1
<0.1%
17.11
15
0.1%
16.94
3
<0.1%
16.83
5
<0.1%
income_household_100_to_150
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
poverty
-0.83
income_household_10_to_15
-0.80
income_household_15_to_20
-0.77
income_household_5_to_10
-0.76
income_household_20_to_25
-0.76
income_household_six_figure
0.74
family_dual_income
0.73
income_household_25_to_35
-0.71
income_household_median
0.69
income_household_under_5
-0.67
disabled
-0.62
income_household_35_to_50
-0.59
income_individual_median
0.57
income_household_150_over
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.52
Division
0.35
Region
0.32
patient_race
0.16
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
payer_type
0.07
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
13.73
221
1.7%
14.89
190
1.4%
19.76
179
1.4%
19.75
170
1.3%
14.54
160
1.2%
18.83
144
1.1%
11.57
138
1.0%
12.79
126
1.0%
17.18
119
0.9%
18.42
117
0.9%
19.01
116
0.9%
17.29
115
0.9%
15.15
115
0.9%
17.06
114
0.9%
12.83
109
0.8%
SMALLEST VALUES
4.29
3
<0.1%
5.01
1
<0.1%
5.33
2
<0.1%
5.45
3
<0.1%
5.74
1
<0.1%
5.78
2
<0.1%
5.93
5
<0.1%
6.47
2
<0.1%
6.48
7
<0.1%
6.73
1
<0.1%
6.78
3
<0.1%
6.79
2
<0.1%
7.05
1
<0.1%
7.1
19
0.1%
7.2
1
<0.1%
LARGEST VALUES
27.48
1
<0.1%
23.45
7
<0.1%
23.4
50
0.4%
22.93
1
<0.1%
22.85
46
0.3%
22.52
15
0.1%
22.51
18
0.1%
22.03
29
0.2%
21.96
25
0.2%
21.79
15
0.1%
21.78
3
<0.1%
21.74
28
0.2%
21.5
13
<0.1%
21.48
3
<0.1%
21.46
50
0.4%
income_household_150_over
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_six_figure
0.97
income_household_median
0.96
income_individual_median
0.91
rent_median
0.89
income_household_35_to_50
-0.87
income_household_25_to_35
-0.84
education_college_or_above
0.84
education_bachelors
0.82
education_graduate
0.80
home_value
0.79
income_household_20_to_25
-0.77
education_highschool
-0.75
income_household_50_to_75
-0.75
disabled
-0.73

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.58
Division
0.48
Region
0.42
patient_race
0.17
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.08
payer_type
0.04
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
18.96
221
1.7%
21.32
183
1.4%
21.85
167
1.3%
20.94
158
1.2%
16.98
144
1.1%
15.56
121
0.9%
18.39
119
0.9%
10.51
118
0.9%
29.5
117
0.9%
31.03
116
0.9%
20.08
115
0.9%
36.81
109
0.8%
29.17
107
0.8%
16.9
106
0.8%
14.63
106
0.8%
SMALLEST VALUES
0.84
2
<0.1%
1.19
3
<0.1%
1.4
3
<0.1%
1.99
1
<0.1%
2.12
2
<0.1%
2.14
3
<0.1%
2.23
1
<0.1%
2.56
1
<0.1%
2.65
2
<0.1%
2.8
5
<0.1%
2.81
1
<0.1%
2.84
4
<0.1%
2.86
1
<0.1%
3.1
1
<0.1%
3.11
4
<0.1%
LARGEST VALUES
52.82
29
0.2%
48.78
4
<0.1%
48.4
4
<0.1%
47.93
2
<0.1%
45.95
36
0.3%
45.41
5
<0.1%
44.88
7
<0.1%
44.81
5
<0.1%
44.49
29
0.2%
43.72
10
<0.1%
43.57
31
0.2%
43.16
30
0.2%
41.92
34
0.3%
41.8
5
<0.1%
40.08
26
0.2%
income_household_six_figure
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_median
0.98
income_household_150_over
0.97
income_individual_median
0.90
income_household_25_to_35
-0.88
income_household_35_to_50
-0.88
rent_median
0.85
income_household_20_to_25
-0.84
income_household_15_to_20
-0.80
education_bachelors
0.79
education_college_or_above
0.78
disabled
-0.76
family_dual_income
0.75
income_household_100_to_150
0.74
home_value
0.73

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.59
Division
0.46
Region
0.41
patient_race
0.16
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.07
payer_type
0.04
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
32.69
243
1.8%
36.21
183
1.4%
41.6
167
1.3%
35.47
158
1.2%
35.81
144
1.1%
22.08
124
0.9%
28.36
121
0.9%
35.57
119
0.9%
47.91
117
0.9%
50.03
116
0.9%
37.38
115
0.9%
50.6
109
0.8%
45.94
107
0.8%
27.47
106
0.8%
35.33
106
0.8%
SMALLEST VALUES
5.69
3
<0.1%
6.62
2
<0.1%
7.45
2
<0.1%
7.73
1
<0.1%
9.61
1
<0.1%
10.01
1
<0.1%
10.4
2
<0.1%
10.46
3
<0.1%
10.52
2
<0.1%
10.8
3
<0.1%
10.86
5
<0.1%
10.98
1
<0.1%
11.02
5
<0.1%
11.07
4
<0.1%
11.37
1
<0.1%
LARGEST VALUES
69.03
29
0.2%
66.17
5
<0.1%
64.93
2
<0.1%
64.84
7
<0.1%
64.7
4
<0.1%
63.01
36
0.3%
62.99
5
<0.1%
62.9
29
0.2%
62.84
10
<0.1%
60.43
30
0.2%
60.36
4
<0.1%
60.27
70
0.5%
60.15
34
0.3%
58.48
26
0.2%
58.46
18
0.1%
income_individual_median
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_median
0.91
income_household_150_over
0.91
income_household_six_figure
0.90
education_college_or_above
0.84
education_bachelors
0.81
income_household_35_to_50
-0.80
education_graduate
0.80
income_household_25_to_35
-0.79
income_household_20_to_25
-0.76
rent_median
0.75
income_household_15_to_20
-0.71
disabled
-0.70
home_value
0.68
family_dual_income
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.50
Division
0.35
Region
0.32
patient_race
0.11
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.07
payer_type
0.05
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
36053.4
221
1.7%
39491.79
183
1.4%
34317.83
167
1.3%
46760.45
158
1.2%
37680.54
144
1.1%
37965.46
121
0.9%
38267.63
119
0.9%
27712.36
118
0.9%
49008.08
117
0.9%
42477.46
116
0.9%
39698.47
115
0.9%
69170.29
109
0.8%
49060.54
107
0.8%
35681.02
106
0.8%
39545.83
106
0.8%
SMALLEST VALUES
4316.0
5
<0.1%
18296.17
2
<0.1%
18425.24
3
<0.1%
18658.81
3
<0.1%
18999.0
2
<0.1%
19048.12
5
<0.1%
19451.3
5
<0.1%
20292.38
19
0.1%
20409.13
3
<0.1%
20411.39
2
<0.1%
20463.0
4
<0.1%
20548.55
8
<0.1%
20640.3
2
<0.1%
20746.09
4
<0.1%
21097.64
5
<0.1%
LARGEST VALUES
88910.5
2
<0.1%
75787.56
29
0.2%
73196.2
5
<0.1%
70645.25
4
<0.1%
69170.29
109
0.8%
65938.8
8
<0.1%
64893.07
31
0.2%
64643.93
9
<0.1%
64621.25
10
<0.1%
63484.72
7
<0.1%
62228.0
3
<0.1%
62095.28
5
<0.1%
62068.71
29
0.2%
60123.2
4
<0.1%
58019.75
5
<0.1%
home_ownership
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
never_married
-0.86
married
0.79
housing_units
-0.77
age_30s
-0.76
race_white
0.76
population
-0.73
age_20s
-0.71
density
-0.68
age_60s
0.66
age_median
0.66
limited_english
-0.65
age_50s
0.60
race_other
-0.58
education_highschool
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.49
Division
0.41
Region
0.36
patient_race
0.26
payer_type
0.15
metastatic_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_first_novel_treatment
0.03
metastatic_first_novel_treatment_type
0.03
patient_gender
0.00
MOST FREQUENT VALUES
31.5
221
1.7%
29.93
183
1.4%
61.4
167
1.3%
46.77
158
1.2%
76.32
144
1.1%
49.7
121
0.9%
75.67
119
0.9%
23.28
118
0.9%
76.16
117
0.9%
64.59
116
0.9%
67.51
115
0.9%
24.2
109
0.8%
51.39
107
0.8%
52.53
106
0.8%
78.66
106
0.8%
SMALLEST VALUES
15.85
2
<0.1%
19.9
11
<0.1%
23.28
118
0.9%
24.2
109
0.8%
28.46
15
0.1%
29.93
183
1.4%
31.48
8
<0.1%
31.5
221
1.7%
34.74
39
0.3%
35.1
31
0.2%
36.61
12
<0.1%
37.5
9
<0.1%
37.8
7
<0.1%
40.38
32
0.2%
40.59
55
0.4%
LARGEST VALUES
90.37
2
<0.1%
87.37
23
0.2%
86.45
5
<0.1%
85.96
31
0.2%
85.42
3
<0.1%
85.34
10
<0.1%
85.3
1
<0.1%
85.29
46
0.3%
85.15
9
<0.1%
84.98
1
<0.1%
84.84
1
<0.1%
84.8
15
0.1%
84.77
13
<0.1%
84.76
70
0.5%
84.74
8
<0.1%
housing_units
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
population
0.98
home_ownership
-0.77
race_white
-0.71
age_30s
0.70
density
0.67
age_60s
-0.66
never_married
0.65
education_highschool
-0.63
limited_english
0.63
rent_median
0.60
education_bachelors
0.57
age_median
-0.57
education_college_or_above
0.56
farmer
-0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.48
Division
0.34
Region
0.30
patient_race
0.22
payer_type
0.12
metastatic_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_first_novel_treatment
0.04
metastatic_first_novel_treatment_type
0.04
patient_gender
0.00
MOST FREQUENT VALUES
12949.12
221
1.7%
25922.55
183
1.4%
12609.26
167
1.3%
19756.09
158
1.2%
6602.9
144
1.1%
12096.22
121
0.9%
9037.54
119
0.9%
21012.52
118
0.9%
9478.42
117
0.9%
11940.66
116
0.9%
14135.63
115
0.9%
17281.81
109
0.8%
11475.06
107
0.8%
6994.41
106
0.8%
12934.32
106
0.8%
SMALLEST VALUES
0.0
5
<0.1%
221.25
1
<0.1%
321.79
2
<0.1%
333.05
2
<0.1%
338.19
4
<0.1%
389.43
1
<0.1%
407.05
1
<0.1%
421.88
3
<0.1%
441.12
1
<0.1%
455.11
2
<0.1%
457.48
1
<0.1%
462.35
1
<0.1%
464.76
3
<0.1%
470.68
1
<0.1%
475.4
3
<0.1%
LARGEST VALUES
25922.55
183
1.4%
22318.0
6
<0.1%
21012.52
118
0.9%
19756.09
158
1.2%
17281.81
109
0.8%
16969.75
10
<0.1%
16192.27
18
0.1%
16083.58
65
0.5%
15110.75
1
<0.1%
15041.0
8
<0.1%
14667.44
26
0.2%
14585.25
14
0.1%
14545.66
85
0.6%
14220.22
61
0.5%
14203.63
32
0.2%
home_value
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
rent_median
0.91
income_household_150_over
0.79
race_asian
0.75
income_household_six_figure
0.73
income_household_35_to_50
-0.72
education_highschool
-0.72
income_household_median
0.71
education_college_or_above
0.68
income_individual_median
0.68
education_bachelors
0.68
income_household_50_to_75
-0.68
self_employed
0.67
education_graduate
0.64
income_household_25_to_35
-0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.77
Division
0.71
Region
0.64
patient_race
0.24
breast_cancer_diagnosis_code
0.12
breast_cancer_diagnosis_desc
0.12
metastatic_cancer_diagnosis_code
0.11
payer_type
0.10
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
873756.0
221
1.7%
870873.2
183
1.4%
572606.5
167
1.3%
312873.1
158
1.2%
196648.8
144
1.1%
247842.7
121
0.9%
218029.0
119
0.9%
422924.6
118
0.9%
366298.4
117
0.9%
706914.3
116
0.9%
276631.7
115
0.9%
1025205.0
109
0.8%
1047904.0
107
0.8%
233350.2
106
0.8%
218471.9
106
0.8%
SMALLEST VALUES
60629.0
3
<0.1%
61278.78
3
<0.1%
61802.78
2
<0.1%
64116.63
1
<0.1%
68601.77
4
<0.1%
69218.2
2
<0.1%
71943.44
14
0.1%
73473.33
1
<0.1%
73492.33
3
<0.1%
73704.1
19
0.1%
75288.21
4
<0.1%
78554.94
7
<0.1%
78702.0
2
<0.1%
78785.88
2
<0.1%
79820.27
3
<0.1%
LARGEST VALUES
1853109.0
4
<0.1%
1449798.0
29
0.2%
1447624.0
8
<0.1%
1432965.0
4
<0.1%
1317581.0
31
0.2%
1178137.0
2
<0.1%
1163832.0
18
0.1%
1158351.0
11
<0.1%
1115058.0
5
<0.1%
1047904.0
107
0.8%
1030011.0
17
0.1%
1025205.0
109
0.8%
1012474.0
103
0.8%
997754.0
30
0.2%
979490.5
49
0.4%
rent_median
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
home_value
0.91
income_household_150_over
0.89
income_household_six_figure
0.85
income_household_median
0.82
education_highschool
-0.80
income_household_35_to_50
-0.80
race_asian
0.76
education_bachelors
0.76
education_college_or_above
0.75
income_individual_median
0.75
income_household_25_to_35
-0.73
income_household_50_to_75
-0.72
education_graduate
0.70
disabled
-0.69

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.76
Division
0.66
Region
0.59
patient_race
0.25
breast_cancer_diagnosis_code
0.14
breast_cancer_diagnosis_desc
0.14
metastatic_cancer_diagnosis_code
0.10
payer_type
0.10
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
1651.15
221
1.7%
1678.45
183
1.4%
1778.0
167
1.3%
1371.25
158
1.2%
1212.83
144
1.1%
1193.59
121
0.9%
1102.44
119
0.9%
1317.64
118
0.9%
1467.65
117
0.9%
2091.0
116
0.9%
1339.32
115
0.9%
2175.51
109
0.8%
2070.85
107
0.8%
1225.04
106
0.8%
1059.39
106
0.8%
SMALLEST VALUES
448.4
3
<0.1%
526.4
2
<0.1%
541.82
3
<0.1%
548.9
5
<0.1%
572.5
1
<0.1%
578.7
2
<0.1%
585.38
1
<0.1%
586.96
2
<0.1%
594.26
1
<0.1%
594.59
5
<0.1%
599.9
3
<0.1%
600.68
14
0.1%
604.41
5
<0.1%
604.42
2
<0.1%
615.46
3
<0.1%
LARGEST VALUES
2965.25
4
<0.1%
2741.59
29
0.2%
2701.5
2
<0.1%
2536.4
4
<0.1%
2485.11
30
0.2%
2354.74
103
0.8%
2283.8
5
<0.1%
2278.41
18
0.1%
2272.25
11
<0.1%
2260.0
2
<0.1%
2228.04
31
0.2%
2223.45
83
0.6%
2205.71
17
0.1%
2177.82
5
<0.1%
2175.51
109
0.8%
rent_burden
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
race_white
-0.54
unemployment_rate
0.49
married
-0.48
income_household_under_5
0.48
never_married
0.47
home_ownership
-0.45
Average of Nov-18
0.44
population
0.44
limited_english
0.43
Average of Nov-14
0.43
Average of Dec-13
0.43
Average of Dec-18
0.42
farmer
-0.42
income_household_75_to_100
-0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.57
Division
0.43
Region
0.36
patient_race
0.22
payer_type
0.16
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
37.37
221
1.7%
32.03
194
1.5%
35.21
183
1.4%
34.6
167
1.3%
30.72
165
1.3%
30.83
159
1.2%
33.63
158
1.2%
32.31
144
1.1%
32.92
128
1.0%
28.8
125
0.9%
30.6
124
0.9%
29.52
122
0.9%
41.36
118
0.9%
37.89
116
0.9%
31.64
115
0.9%
SMALLEST VALUES
17.79
1
<0.1%
18.28
3
<0.1%
18.53
1
<0.1%
18.87
4
<0.1%
19.12
1
<0.1%
19.28
2
<0.1%
19.49
1
<0.1%
19.61
1
<0.1%
19.99
8
<0.1%
20.27
2
<0.1%
20.62
19
0.1%
20.65
2
<0.1%
20.93
3
<0.1%
20.95
7
<0.1%
20.98
5
<0.1%
LARGEST VALUES
108.6
1
<0.1%
78.94
7
<0.1%
60.95
2
<0.1%
60.23
22
0.2%
59.1
2
<0.1%
58.21
7
<0.1%
57.38
18
0.1%
48.47
9
<0.1%
47.38
12
<0.1%
46.87
16
0.1%
46.56
8
<0.1%
45.68
3
<0.1%
45.48
2
<0.1%
44.46
5
<0.1%
44.34
15
0.1%
education_less_highschool
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
hispanic
0.62
poverty
0.61
family_size
0.61
race_other
0.59
limited_english
0.58
income_household_10_to_15
0.56
health_uninsured
0.53
Average of Apr-14
0.49
unemployment_rate
0.49
Average of Mar-13
0.48
Average of Sep-14
0.48
Average of Apr-13
0.48
Average of Jan-17
0.47
Average of Mar-18
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.57
Division
0.48
Region
0.38
patient_race
0.23
payer_type
0.14
metastatic_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
22.92
221
1.7%
11.53
216
1.6%
16.2
183
1.4%
17.49
167
1.3%
9.23
161
1.2%
7.3
160
1.2%
16.11
155
1.2%
9.11
144
1.1%
7.47
140
1.1%
21.3
130
1.0%
7.37
128
1.0%
10.49
124
0.9%
9.37
124
0.9%
10.34
120
0.9%
9.87
119
0.9%
SMALLEST VALUES
0.0
5
<0.1%
1.92
9
<0.1%
2.47
10
<0.1%
2.48
3
<0.1%
2.91
1
<0.1%
3.13
5
<0.1%
3.41
26
0.2%
3.51
50
0.4%
3.73
3
<0.1%
3.94
1
<0.1%
4.23
29
0.2%
4.24
29
0.2%
4.3
2
<0.1%
4.35
24
0.2%
4.38
5
<0.1%
LARGEST VALUES
34.33
54
0.4%
34.19
1
<0.1%
33.76
3
<0.1%
33.26
20
0.2%
31.8
32
0.2%
28.82
33
0.3%
26.95
3
<0.1%
26.85
2
<0.1%
26.47
2
<0.1%
25.7
26
0.2%
25.55
3
<0.1%
25.44
4
<0.1%
25.17
7
<0.1%
25.13
2
<0.1%
25.06
9
<0.1%
education_highschool
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
education_bachelors
-0.86
education_college_or_above
-0.86
rent_median
-0.80
education_graduate
-0.79
income_household_150_over
-0.75
home_value
-0.72
income_household_six_figure
-0.69
disabled
0.68
income_household_35_to_50
0.67
income_individual_median
-0.66
widowed
0.65
income_household_median
-0.64
income_household_50_to_75
0.64
housing_units
-0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.63
Division
0.50
Region
0.47
patient_race
0.21
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.08
payer_type
0.06
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
24.33
279
2.1%
18.24
221
1.7%
22.66
167
1.3%
21.64
163
1.2%
24.14
159
1.2%
19.67
158
1.2%
30.53
144
1.1%
22.5
121
0.9%
28.23
121
0.9%
26.42
119
0.9%
27.48
118
0.9%
17.29
116
0.9%
21.54
115
0.9%
11.37
109
0.8%
28.52
108
0.8%
SMALLEST VALUES
0.0
5
<0.1%
6.2
4
<0.1%
6.28
3
<0.1%
6.33
5
<0.1%
6.73
3
<0.1%
7.33
9
<0.1%
7.48
8
<0.1%
7.85
5
<0.1%
10.45
17
0.1%
10.64
15
0.1%
10.76
11
<0.1%
10.88
31
0.2%
10.94
10
<0.1%
11.33
4
<0.1%
11.37
109
0.8%
LARGEST VALUES
53.96
1
<0.1%
53.84
4
<0.1%
53.04
1
<0.1%
52.39
1
<0.1%
52.06
1
<0.1%
51.22
1
<0.1%
51.03
1
<0.1%
50.95
8
<0.1%
50.6
2
<0.1%
50.24
8
<0.1%
50.16
4
<0.1%
49.68
3
<0.1%
49.29
1
<0.1%
49.05
2
<0.1%
48.67
14
0.1%
education_some_college
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
education_graduate
-0.62
education_college_or_above
-0.57
veteran
0.57
density
-0.55
income_household_50_to_75
0.54
age_30s
-0.51
home_ownership
0.51
housing_units
-0.49
education_bachelors
-0.49
home_value
-0.48
income_individual_median
-0.46
income_household_150_over
-0.45
population
-0.45
age_60s
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.57
Division
0.47
Region
0.44
patient_race
0.14
metastatic_cancer_diagnosis_code
0.09
payer_type
0.08
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
29.26
264
2.0%
21.27
221
1.7%
18.45
183
1.4%
29.81
172
1.3%
31.02
161
1.2%
21.66
158
1.2%
33.63
144
1.1%
21.23
132
1.0%
23.68
131
1.0%
25.06
130
1.0%
24.59
124
0.9%
32.19
119
0.9%
29.58
116
0.9%
27.1
115
0.9%
12.34
109
0.8%
SMALLEST VALUES
7.2
2
<0.1%
11.02
4
<0.1%
12.34
109
0.8%
12.93
9
<0.1%
13.23
15
0.1%
14.63
5
<0.1%
15.45
3
<0.1%
15.84
11
<0.1%
16.13
5
<0.1%
16.73
5
<0.1%
16.83
31
0.2%
16.97
1
<0.1%
17.26
1
<0.1%
17.56
17
0.1%
17.91
3
<0.1%
LARGEST VALUES
50.13
3
<0.1%
44.8
5
<0.1%
44.2
3
<0.1%
43.62
1
<0.1%
43.06
3
<0.1%
42.61
3
<0.1%
42.25
1
<0.1%
41.65
2
<0.1%
41.5
7
<0.1%
41.11
1
<0.1%
41.05
3
<0.1%
40.82
2
<0.1%
40.76
9
<0.1%
40.61
2
<0.1%
40.21
5
<0.1%
education_bachelors
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
education_college_or_above
0.97
education_highschool
-0.86
education_graduate
0.86
income_household_150_over
0.82
income_individual_median
0.81
income_household_six_figure
0.79
rent_median
0.76
disabled
-0.75
income_household_median
0.75
income_household_35_to_50
-0.72
income_household_25_to_35
-0.70
labor_force_participation
0.69
home_value
0.68
income_household_20_to_25
-0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.46
Division
0.34
Region
0.31
patient_race
0.12
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.07
payer_type
0.03
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
23.89
221
1.7%
24.37
183
1.4%
20.2
179
1.4%
16.97
165
1.3%
25.33
158
1.2%
20.1
140
1.1%
26.08
125
0.9%
19.41
121
0.9%
14.24
118
0.9%
27.11
117
0.9%
24.84
115
0.9%
34.36
109
0.8%
26.39
107
0.8%
18.37
106
0.8%
21.29
106
0.8%
SMALLEST VALUES
2.47
2
<0.1%
3.67
3
<0.1%
3.71
1
<0.1%
4.98
2
<0.1%
5.2
5
<0.1%
5.27
2
<0.1%
5.37
3
<0.1%
5.47
3
<0.1%
5.63
1
<0.1%
5.8
7
<0.1%
5.81
4
<0.1%
5.84
1
<0.1%
6.13
4
<0.1%
6.16
3
<0.1%
6.56
8
<0.1%
LARGEST VALUES
41.7
5
<0.1%
39.18
8
<0.1%
39.16
10
<0.1%
38.35
2
<0.1%
37.71
10
<0.1%
36.13
9
<0.1%
36.11
5
<0.1%
35.85
3
<0.1%
35.3
9
<0.1%
35.11
31
0.2%
34.36
109
0.8%
33.55
38
0.3%
33.5
11
<0.1%
33.29
103
0.8%
32.99
5
<0.1%
education_graduate
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
education_college_or_above
0.96
education_bachelors
0.86
income_individual_median
0.80
income_household_150_over
0.80
education_highschool
-0.79
income_household_six_figure
0.72
income_household_median
0.70
rent_median
0.70
income_household_35_to_50
-0.68
income_household_50_to_75
-0.67
home_value
0.64
education_some_college
-0.62
disabled
-0.62
income_household_25_to_35
-0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.47
Division
0.35
Region
0.32
patient_race
0.11
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
payer_type
0.03
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
13.69
221
1.7%
16.66
183
1.4%
10.4
167
1.3%
21.83
158
1.2%
13.92
146
1.1%
9.76
144
1.1%
14.82
136
1.0%
13.1
121
0.9%
8.67
118
0.9%
19.35
117
0.9%
16.97
115
0.9%
16.14
115
0.9%
13.51
110
0.8%
8.39
110
0.8%
32.05
109
0.8%
SMALLEST VALUES
2.09
1
<0.1%
3.09
4
<0.1%
3.26
20
0.2%
3.34
1
<0.1%
3.38
1
<0.1%
3.4
2
<0.1%
3.45
7
<0.1%
3.55
4
<0.1%
3.56
1
<0.1%
3.57
1
<0.1%
3.62
5
<0.1%
3.64
2
<0.1%
3.72
9
<0.1%
3.75
3
<0.1%
3.79
7
<0.1%
LARGEST VALUES
51.84
4
<0.1%
45.24
15
0.1%
42.53
3
<0.1%
41.68
9
<0.1%
40.13
5
<0.1%
39.95
3
<0.1%
38.26
5
<0.1%
37.39
17
0.1%
33.69
7
<0.1%
32.75
2
<0.1%
32.05
109
0.8%
31.79
9
<0.1%
31.74
5
<0.1%
30.9
10
<0.1%
30.16
8
<0.1%
education_college_or_above
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
education_bachelors
0.97
education_graduate
0.96
education_highschool
-0.86
income_individual_median
0.84
income_household_150_over
0.84
income_household_six_figure
0.78
rent_median
0.75
income_household_median
0.75
income_household_35_to_50
-0.73
disabled
-0.71
income_household_25_to_35
-0.69
home_value
0.68
income_household_50_to_75
-0.66
labor_force_participation
0.64

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.45
Division
0.34
Region
0.31
patient_race
0.12
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
payer_type
0.02
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
37.58
221
1.7%
41.03
183
1.4%
30.6
167
1.3%
47.16
158
1.2%
26.73
144
1.1%
32.51
121
0.9%
34.02
119
0.9%
22.9
118
0.9%
46.46
117
0.9%
29.78
117
0.9%
40.89
116
0.9%
40.98
115
0.9%
66.41
109
0.8%
45.45
107
0.8%
30.73
106
0.8%
SMALLEST VALUES
7.05
1
<0.1%
7.44
2
<0.1%
7.89
3
<0.1%
7.94
1
<0.1%
8.82
5
<0.1%
9.41
3
<0.1%
9.59
7
<0.1%
9.68
4
<0.1%
10.65
2
<0.1%
10.68
11
<0.1%
11.21
4
<0.1%
11.22
1
<0.1%
11.28
3
<0.1%
11.38
2
<0.1%
11.39
1
<0.1%
LARGEST VALUES
77.82
9
<0.1%
77.42
4
<0.1%
75.8
3
<0.1%
74.37
5
<0.1%
73.12
5
<0.1%
71.1
2
<0.1%
70.27
15
0.1%
69.34
8
<0.1%
66.41
109
0.8%
66.03
3
<0.1%
64.1
17
0.1%
62.9
10
<0.1%
62.42
5
<0.1%
61.87
7
<0.1%
61.63
4
<0.1%
education_stem_degree
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
education_highschool
-0.56
rent_median
0.56
income_household_150_over
0.55
income_household_six_figure
0.54
income_household_median
0.53
home_value
0.51
education_college_or_above
0.50
education_bachelors
0.50
race_asian
0.49
income_household_20_to_25
-0.47
education_graduate
0.47
income_household_25_to_35
-0.47
income_household_35_to_50
-0.47
income_individual_median
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.60
Division
0.52
Region
0.50
patient_race
0.15
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.07
payer_type
0.03
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
41.75
221
1.7%
40.86
183
1.4%
46.21
167
1.3%
42.13
158
1.2%
43.07
150
1.1%
40.0
144
1.1%
47.22
135
1.0%
38.91
126
1.0%
47.45
121
0.9%
44.04
120
0.9%
49.75
119
0.9%
43.45
118
0.9%
42.65
118
0.9%
43.75
117
0.9%
45.23
115
0.9%
SMALLEST VALUES
23.91
1
<0.1%
27.15
3
<0.1%
28.47
3
<0.1%
29.41
3
<0.1%
29.48
1
<0.1%
29.55
4
<0.1%
30.16
2
<0.1%
30.28
2
<0.1%
31.35
4
<0.1%
31.58
6
<0.1%
31.76
3
<0.1%
31.79
6
<0.1%
31.9
1
<0.1%
31.98
1
<0.1%
32.01
5
<0.1%
LARGEST VALUES
73.0
5
<0.1%
70.1
4
<0.1%
64.1
29
0.2%
62.93
1
<0.1%
61.63
30
0.2%
60.4
9
<0.1%
59.45
4
<0.1%
58.37
5
<0.1%
57.27
49
0.4%
56.95
2
<0.1%
56.32
7
<0.1%
55.97
11
<0.1%
55.51
9
<0.1%
55.48
6
<0.1%
55.24
51
0.4%
labor_force_participation
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
family_dual_income
0.85
disabled
-0.78
education_bachelors
0.69
widowed
-0.69
income_individual_median
0.66
age_70s
-0.65
education_college_or_above
0.64
income_household_20_to_25
-0.64
income_household_25_to_35
-0.62
income_household_15_to_20
-0.62
income_household_six_figure
0.61
age_30s
0.60
age_60s
-0.58
income_household_median
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.48
Division
0.29
Region
0.23
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
patient_race
0.07
payer_type
0.06
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
64.39
221
1.7%
64.2
183
1.4%
63.15
167
1.3%
68.2
158
1.2%
64.84
144
1.1%
64.43
123
0.9%
66.17
121
0.9%
61.73
119
0.9%
58.96
118
0.9%
65.91
117
0.9%
64.22
116
0.9%
67.08
115
0.9%
68.81
109
0.8%
65.18
107
0.8%
64.28
106
0.8%
SMALLEST VALUES
30.7
5
<0.1%
33.28
1
<0.1%
33.62
2
<0.1%
34.11
1
<0.1%
34.99
3
<0.1%
35.33
3
<0.1%
35.95
1
<0.1%
36.69
5
<0.1%
36.77
4
<0.1%
38.02
3
<0.1%
38.77
2
<0.1%
39.14
3
<0.1%
39.17
2
<0.1%
40.68
2
<0.1%
41.31
1
<0.1%
LARGEST VALUES
78.67
5
<0.1%
75.39
9
<0.1%
75.33
15
0.1%
74.42
9
<0.1%
74.17
11
<0.1%
73.75
96
0.7%
73.22
66
0.5%
72.97
6
<0.1%
72.33
7
<0.1%
72.22
39
0.3%
72.14
10
<0.1%
72.13
1
<0.1%
71.96
10
<0.1%
71.94
7
<0.1%
71.84
51
0.4%
unemployment_rate
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
poverty
0.68
married
-0.64
income_household_under_5
0.62
race_white
-0.56
never_married
0.56
income_household_5_to_10
0.55
income_household_10_to_15
0.54
rent_burden
0.49
education_less_highschool
0.49
income_household_100_to_150
-0.48
income_household_75_to_100
-0.48
home_ownership
-0.48
race_black
0.48
income_household_15_to_20
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.49
Division
0.35
patient_race
0.21
Region
0.19
payer_type
0.14
metastatic_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
7.18
334
2.5%
8.68
221
1.7%
5.33
204
1.5%
5.26
184
1.4%
6.2
168
1.3%
8.9
158
1.2%
5.06
152
1.2%
6.18
152
1.2%
5.78
143
1.1%
6.19
135
1.0%
6.6
131
1.0%
5.18
130
1.0%
5.1
128
1.0%
5.04
127
1.0%
6.54
124
0.9%
SMALLEST VALUES
0.82
1
<0.1%
0.99
3
<0.1%
1.62
1
<0.1%
1.89
1
<0.1%
1.9
2
<0.1%
1.92
3
<0.1%
1.97
3
<0.1%
2.08
6
<0.1%
2.14
7
<0.1%
2.15
12
<0.1%
2.21
1
<0.1%
2.23
1
<0.1%
2.37
5
<0.1%
2.38
8
<0.1%
2.39
3
<0.1%
LARGEST VALUES
18.8
5
<0.1%
15.05
1
<0.1%
13.82
4
<0.1%
13.37
14
0.1%
13.35
3
<0.1%
13.25
32
0.2%
13.17
95
0.7%
12.99
1
<0.1%
12.54
2
<0.1%
12.38
19
0.1%
11.92
5
<0.1%
11.8
3
<0.1%
11.79
1
<0.1%
11.65
7
<0.1%
11.43
3
<0.1%
self_employed
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
home_value
0.67
rent_median
0.62
limited_english
0.61
education_highschool
-0.59
education_bachelors
0.53
population
0.51
education_college_or_above
0.51
income_household_150_over
0.50
veteran
-0.50
income_household_50_to_75
-0.50
disabled
-0.49
housing_units
0.49
home_ownership
-0.48
race_asian
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.59
Division
0.42
Region
0.33
patient_race
0.23
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.10
payer_type
0.10
metastatic_first_novel_treatment
0.03
metastatic_first_novel_treatment_type
0.03
patient_gender
0.00
MOST FREQUENT VALUES
21.23
221
1.7%
15.29
198
1.5%
11.12
194
1.5%
18.15
188
1.4%
15.71
170
1.3%
13.77
145
1.1%
13.72
131
1.0%
14.9
128
1.0%
11.09
122
0.9%
11.3
122
0.9%
12.95
122
0.9%
10.73
122
0.9%
17.26
121
0.9%
16.05
118
0.9%
19.06
116
0.9%
SMALLEST VALUES
2.26
1
<0.1%
2.58
1
<0.1%
3.1
2
<0.1%
3.78
1
<0.1%
4.16
1
<0.1%
4.25
1
<0.1%
4.38
7
<0.1%
4.39
9
<0.1%
4.57
2
<0.1%
4.81
2
<0.1%
4.82
1
<0.1%
4.88
2
<0.1%
5.05
6
<0.1%
5.09
1
<0.1%
5.17
2
<0.1%
LARGEST VALUES
25.54
32
0.2%
25.14
18
0.1%
24.68
15
0.1%
24.64
8
<0.1%
24.2
1
<0.1%
23.64
39
0.3%
22.98
2
<0.1%
22.59
5
<0.1%
22.42
2
<0.1%
22.24
88
0.7%
22.23
1
<0.1%
22.17
10
<0.1%
21.49
3
<0.1%
21.46
1
<0.1%
21.33
1
<0.1%
farmer
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
housing_units
-0.55
population
-0.53
never_married
-0.52
education_highschool
0.52
race_white
0.50
rent_median
-0.49
education_college_or_above
-0.47
education_graduate
-0.47
home_ownership
0.46
married
0.45
education_bachelors
-0.44
rent_burden
-0.42
income_household_50_to_75
0.41
age_20s
-0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.61
Division
0.55
Region
0.32
patient_race
0.17
payer_type
0.12
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
0.0
1,496
11.4%
0.01
595
4.5%
0.02
537
4.1%
0.04
396
3.0%
0.03
328
2.5%
0.05
324
2.5%
0.06
291
2.2%
0.13
233
1.8%
0.09
173
1.3%
0.31
166
1.3%
0.08
163
1.2%
0.16
152
1.2%
0.8
144
1.1%
0.27
132
1.0%
0.44
131
1.0%
SMALLEST VALUES
0.0
1,496
11.4%
0.01
595
4.5%
0.02
537
4.1%
0.03
328
2.5%
0.04
396
3.0%
0.05
324
2.5%
0.06
291
2.2%
0.07
45
0.3%
0.08
163
1.2%
0.09
173
1.3%
0.1
73
0.6%
0.11
37
0.3%
0.12
75
0.6%
0.13
233
1.8%
0.14
58
0.4%
LARGEST VALUES
25.27
1
<0.1%
24.97
2
<0.1%
24.66
3
<0.1%
24.39
2
<0.1%
23.67
1
<0.1%
23.6
1
<0.1%
23.56
1
<0.1%
22.13
1
<0.1%
21.29
1
<0.1%
20.82
3
<0.1%
20.79
1
<0.1%
20.33
7
<0.1%
19.83
4
<0.1%
19.61
2
<0.1%
19.58
3
<0.1%
race_white
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
never_married
-0.77
home_ownership
0.76
population
-0.74
housing_units
-0.71
married
0.69
race_other
-0.67
race_black
-0.64
limited_english
-0.64
family_size
-0.60
race_asian
-0.59
age_60s
0.59
age_median
0.59
age_30s
-0.56
unemployment_rate
-0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.58
Division
0.46
Region
0.36
patient_race
0.34
payer_type
0.17
metastatic_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_first_novel_treatment
0.03
metastatic_first_novel_treatment_type
0.03
patient_gender
0.00
MOST FREQUENT VALUES
42.82
221
1.7%
44.1
203
1.5%
76.87
174
1.3%
38.71
167
1.3%
47.63
158
1.2%
65.39
144
1.1%
81.65
125
0.9%
47.42
121
0.9%
83.3
119
0.9%
24.15
118
0.9%
58.64
116
0.9%
49.02
115
0.9%
54.97
109
0.8%
55.02
107
0.8%
44.02
106
0.8%
SMALLEST VALUES
14.5
3
<0.1%
19.95
8
<0.1%
20.0
58
0.4%
22.98
9
<0.1%
24.15
118
0.9%
24.76
4
<0.1%
26.01
95
0.7%
27.8
5
<0.1%
29.66
10
<0.1%
30.36
14
0.1%
33.38
7
<0.1%
33.89
9
<0.1%
35.0
1
<0.1%
35.18
23
0.2%
36.59
1
<0.1%
LARGEST VALUES
98.44
2
<0.1%
98.27
3
<0.1%
97.84
1
<0.1%
97.65
7
<0.1%
97.42
1
<0.1%
97.41
3
<0.1%
97.4
1
<0.1%
97.27
4
<0.1%
97.21
8
<0.1%
97.17
3
<0.1%
97.1
2
<0.1%
97.09
4
<0.1%
97.08
3
<0.1%
97.04
1
<0.1%
96.94
3
<0.1%
race_black
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
married
-0.68
race_white
-0.64
never_married
0.61
income_household_under_5
0.55
poverty
0.53
income_household_5_to_10
0.50
unemployment_rate
0.48
home_ownership
-0.46
age_median
-0.43
age_20s
0.40
income_household_100_to_150
-0.40
income_household_10_to_15
0.39
male
-0.39
female
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.57
Division
0.46
Region
0.41
patient_race
0.35
payer_type
0.10
metastatic_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_code
0.06
breast_cancer_diagnosis_desc
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
12.22
221
1.7%
28.83
183
1.4%
3.96
167
1.3%
28.46
158
1.2%
22.47
144
1.1%
22.5
142
1.1%
3.79
124
0.9%
7.24
119
0.9%
8.91
118
0.9%
32.52
118
0.9%
4.18
116
0.9%
32.51
115
0.9%
13.83
109
0.8%
7.33
107
0.8%
37.72
106
0.8%
SMALLEST VALUES
0.08
3
<0.1%
0.1
1
<0.1%
0.11
1
<0.1%
0.14
1
<0.1%
0.15
11
<0.1%
0.16
11
<0.1%
0.17
8
<0.1%
0.18
6
<0.1%
0.2
5
<0.1%
0.21
7
<0.1%
0.22
1
<0.1%
0.24
12
<0.1%
0.26
4
<0.1%
0.28
11
<0.1%
0.29
11
<0.1%
LARGEST VALUES
69.66
5
<0.1%
67.13
10
<0.1%
63.82
95
0.7%
63.56
4
<0.1%
57.91
1
<0.1%
54.36
21
0.2%
54.33
1
<0.1%
53.44
18
0.1%
52.73
5
<0.1%
52.53
1
<0.1%
52.01
7
<0.1%
50.18
6
<0.1%
50.12
3
<0.1%
48.39
7
<0.1%
47.56
6
<0.1%
race_asian
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
rent_median
0.76
home_value
0.75
income_household_150_over
0.67
income_household_six_figure
0.63
education_highschool
-0.62
income_household_35_to_50
-0.61
population
0.59
race_white
-0.59
income_household_median
0.59
education_bachelors
0.58
income_household_50_to_75
-0.56
education_college_or_above
0.56
divorced
-0.56
limited_english
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.66
Division
0.60
Region
0.48
patient_race
0.26
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
payer_type
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
12.7
221
1.7%
11.21
183
1.4%
1.93
179
1.4%
25.57
167
1.3%
8.82
158
1.2%
2.0
131
1.0%
3.52
124
0.9%
0.73
122
0.9%
0.79
122
0.9%
2.16
121
0.9%
7.07
121
0.9%
3.66
119
0.9%
8.48
117
0.9%
12.1
116
0.9%
7.94
115
0.9%
SMALLEST VALUES
0.0
3
<0.1%
0.01
1
<0.1%
0.02
1
<0.1%
0.05
1
<0.1%
0.06
4
<0.1%
0.07
3
<0.1%
0.08
7
<0.1%
0.09
2
<0.1%
0.1
10
<0.1%
0.11
12
<0.1%
0.12
7
<0.1%
0.13
4
<0.1%
0.14
12
<0.1%
0.15
14
0.1%
0.16
16
0.1%
LARGEST VALUES
49.85
8
<0.1%
37.85
30
0.2%
37.23
9
<0.1%
35.96
23
0.2%
33.8
31
0.2%
33.48
65
0.5%
31.3
4
<0.1%
27.25
17
0.1%
25.57
167
1.3%
25.46
4
<0.1%
25.15
14
0.1%
25.1
29
0.2%
24.69
39
0.3%
22.07
2
<0.1%
21.5
83
0.6%
race_native
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
patient_zip3
0.23
male
0.18
female
-0.18
family_dual_income
-0.17
labor_force_participation
-0.17
education_some_college
0.16
Average of May-15
-0.16
Average of Dec-15
-0.16
age_40s
-0.15
age_60s
0.14
race_multiple
0.14
veteran
0.14
race_black
-0.13
unemployment_rate
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.67
Division
0.33
Region
0.25
patient_race
0.06
metastatic_cancer_diagnosis_code
0.05
breast_cancer_diagnosis_code
0.04
breast_cancer_diagnosis_desc
0.04
payer_type
0.02
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
0.21
436
3.3%
0.26
403
3.1%
0.24
360
2.7%
0.22
327
2.5%
0.17
321
2.4%
0.43
307
2.3%
0.52
304
2.3%
0.34
269
2.0%
0.33
247
1.9%
0.09
232
1.8%
1.12
225
1.7%
0.46
222
1.7%
0.12
222
1.7%
0.7
222
1.7%
0.4
212
1.6%
SMALLEST VALUES
0.0
11
<0.1%
0.01
1
<0.1%
0.02
27
0.2%
0.03
36
0.3%
0.04
58
0.4%
0.05
162
1.2%
0.06
105
0.8%
0.07
113
0.9%
0.08
148
1.1%
0.09
232
1.8%
0.1
128
1.0%
0.11
174
1.3%
0.12
222
1.7%
0.13
190
1.4%
0.14
193
1.5%
LARGEST VALUES
76.93
3
<0.1%
49.82
1
<0.1%
44.77
7
<0.1%
29.56
15
0.1%
27.99
1
<0.1%
23.61
2
<0.1%
19.17
1
<0.1%
18.6
3
<0.1%
17.62
3
<0.1%
16.95
3
<0.1%
16.66
1
<0.1%
15.3
1
<0.1%
14.51
4
<0.1%
13.19
10
<0.1%
12.48
6
<0.1%
race_pacific
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
race_multiple
0.30
race_asian
0.27
Average of Jan-18
0.22
patient_zip3
0.22
Average of Feb-15
0.22
Average of Jan-14
0.22
Average of Jan-16
0.21
Average of Jan-15
0.21
Average of Feb-16
0.21
Average of Mar-13
0.20
Average of Nov-14
0.20
Average of Mar-14
0.20
Average of Feb-14
0.20
Average of Nov-18
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.87
Division
0.28
Region
0.26
patient_race
0.10
payer_type
0.05
metastatic_cancer_diagnosis_code
0.04
breast_cancer_diagnosis_code
0.04
breast_cancer_diagnosis_desc
0.04
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
0.01
1,719
13.0%
0.03
1,442
10.9%
0.02
1,164
8.8%
0.04
1,080
8.2%
0.05
874
6.6%
0.07
722
5.5%
0.06
686
5.2%
0.15
601
4.6%
0.0
493
3.7%
0.08
445
3.4%
0.25
351
2.7%
0.09
311
2.4%
0.27
189
1.4%
0.12
173
1.3%
0.13
166
1.3%
SMALLEST VALUES
0.0
493
3.7%
0.01
1,719
13.0%
0.02
1,164
8.8%
0.03
1,442
10.9%
0.04
1,080
8.2%
0.05
874
6.6%
0.06
686
5.2%
0.07
722
5.5%
0.08
445
3.4%
0.09
311
2.4%
0.1
148
1.1%
0.11
122
0.9%
0.12
173
1.3%
0.13
166
1.3%
0.14
160
1.2%
LARGEST VALUES
14.76
14
0.1%
5.04
9
<0.1%
2.21
13
<0.1%
1.89
12
<0.1%
1.62
9
<0.1%
1.4
4
<0.1%
1.25
39
0.3%
1.12
41
0.3%
1.0
6
<0.1%
0.87
7
<0.1%
0.86
61
0.5%
0.84
4
<0.1%
0.81
1
<0.1%
0.77
41
0.3%
0.76
7
<0.1%
race_other
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
hispanic
0.79
limited_english
0.71
race_white
-0.67
family_size
0.66
population
0.63
education_less_highschool
0.59
home_ownership
-0.58
race_multiple
0.57
Average of Jan-18
0.54
housing_units
0.54
Average of Nov-14
0.53
home_value
0.53
Average of Jan-14
0.53
rent_median
0.52

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.73
Division
0.64
Region
0.56
patient_race
0.32
payer_type
0.15
metastatic_cancer_diagnosis_code
0.13
breast_cancer_diagnosis_code
0.12
breast_cancer_diagnosis_desc
0.12
metastatic_first_novel_treatment
0.04
metastatic_first_novel_treatment_type
0.04
patient_gender
0.00
MOST FREQUENT VALUES
22.14
221
1.7%
1.03
208
1.6%
9.18
183
1.4%
18.86
167
1.3%
7.85
158
1.2%
4.99
157
1.2%
0.7
135
1.0%
4.83
134
1.0%
1.12
128
1.0%
11.34
121
0.9%
3.67
119
0.9%
30.26
118
0.9%
13.94
116
0.9%
8.28
115
0.9%
4.6
115
0.9%
SMALLEST VALUES
0.0
1
<0.1%
0.01
4
<0.1%
0.02
1
<0.1%
0.05
4
<0.1%
0.06
1
<0.1%
0.08
2
<0.1%
0.09
25
0.2%
0.12
4
<0.1%
0.14
12
<0.1%
0.16
3
<0.1%
0.17
7
<0.1%
0.18
16
0.1%
0.19
8
<0.1%
0.2
2
<0.1%
0.21
1
<0.1%
LARGEST VALUES
33.19
26
0.2%
30.26
118
0.9%
28.02
34
0.3%
27.84
64
0.5%
27.11
20
0.2%
24.4
9
<0.1%
23.14
7
<0.1%
22.14
221
1.7%
22.03
33
0.3%
21.95
32
0.2%
21.91
5
<0.1%
21.35
104
0.8%
19.35
8
<0.1%
18.86
167
1.3%
17.68
1
<0.1%
race_multiple
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
hispanic
0.87
Average of Mar-13
0.69
Average of Jan-18
0.67
limited_english
0.67
Average of Feb-15
0.67
Average of Jan-14
0.66
Average of Feb-16
0.66
Average of Mar-14
0.64
Average of Jan-16
0.64
Average of Nov-14
0.64
Average of Feb-14
0.63
Average of Oct-15
0.63
Average of Nov-17
0.63
Average of Mar-18
0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.80
Division
0.66
Region
0.57
patient_race
0.30
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
payer_type
0.10
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
6.09
278
2.1%
8.85
221
1.7%
6.27
190
1.4%
11.43
167
1.3%
4.96
149
1.1%
4.33
143
1.1%
5.38
136
1.0%
2.91
131
1.0%
10.71
123
0.9%
8.7
122
0.9%
11.27
121
0.9%
11.12
121
0.9%
4.47
119
0.9%
5.64
118
0.9%
10.28
116
0.9%
SMALLEST VALUES
0.43
2
<0.1%
0.48
1
<0.1%
0.71
2
<0.1%
1.1
10
<0.1%
1.13
9
<0.1%
1.17
4
<0.1%
1.18
1
<0.1%
1.2
7
<0.1%
1.21
3
<0.1%
1.24
1
<0.1%
1.28
2
<0.1%
1.31
7
<0.1%
1.33
2
<0.1%
1.34
1
<0.1%
1.36
2
<0.1%
LARGEST VALUES
26.43
14
0.1%
19.68
54
0.4%
19.52
50
0.4%
19.19
13
<0.1%
18.93
88
0.7%
17.98
2
<0.1%
15.86
68
0.5%
15.42
1
<0.1%
15.32
30
0.2%
15.31
77
0.6%
14.88
9
<0.1%
14.05
7
<0.1%
13.77
21
0.2%
13.72
56
0.4%
13.45
3
<0.1%
hispanic
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
race_multiple
0.87
race_other
0.79
limited_english
0.78
Average of Mar-13
0.68
Average of Jan-18
0.66
family_size
0.65
Average of Jan-14
0.65
Average of Feb-16
0.65
Average of Feb-15
0.64
Average of Nov-14
0.64
Average of Nov-17
0.63
Average of Oct-15
0.63
Average of Oct-14
0.63
Average of Mar-14
0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.79
Division
0.63
Region
0.53
patient_race
0.34
payer_type
0.12
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.03
metastatic_first_novel_treatment_type
0.03
patient_gender
0.00
MOST FREQUENT VALUES
45.53
221
1.7%
18.96
183
1.4%
47.73
167
1.3%
22.19
158
1.2%
15.49
144
1.1%
11.84
127
1.0%
44.48
121
0.9%
5.75
119
0.9%
4.75
119
0.9%
53.74
118
0.9%
15.72
117
0.9%
35.33
116
0.9%
2.72
114
0.9%
21.14
109
0.8%
40.0
107
0.8%
SMALLEST VALUES
0.06
1
<0.1%
0.19
3
<0.1%
0.27
2
<0.1%
0.3
2
<0.1%
0.41
2
<0.1%
0.44
1
<0.1%
0.5
3
<0.1%
0.52
7
<0.1%
0.54
4
<0.1%
0.55
2
<0.1%
0.56
1
<0.1%
0.57
7
<0.1%
0.62
8
<0.1%
0.64
1
<0.1%
0.66
1
<0.1%
LARGEST VALUES
91.01
54
0.4%
71.58
50
0.4%
70.94
7
<0.1%
69.12
1
<0.1%
66.69
20
0.2%
64.34
5
<0.1%
63.75
88
0.7%
62.76
13
<0.1%
61.94
20
0.2%
59.27
68
0.5%
57.86
26
0.2%
57.56
64
0.5%
57.17
30
0.2%
54.13
33
0.3%
54.08
9
<0.1%
disabled
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
family_dual_income
-0.80
labor_force_participation
-0.78
income_household_six_figure
-0.76
education_bachelors
-0.75
income_household_150_over
-0.73
income_household_25_to_35
0.72
income_household_20_to_25
0.72
education_college_or_above
-0.71
income_household_median
-0.71
income_individual_median
-0.70
income_household_15_to_20
0.70
widowed
0.69
rent_median
-0.69
education_highschool
0.68

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.56
Division
0.36
Region
0.25
patient_race
0.15
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.02
payer_type
0.02
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
11.9
228
1.7%
10.39
186
1.4%
9.9
184
1.4%
10.19
183
1.4%
9.11
179
1.4%
12.83
150
1.1%
13.65
144
1.1%
10.93
144
1.1%
9.21
135
1.0%
11.25
129
1.0%
15.22
124
0.9%
10.21
121
0.9%
9.89
121
0.9%
12.49
119
0.9%
16.1
118
0.9%
SMALLEST VALUES
4.6
5
<0.1%
6.01
5
<0.1%
6.57
9
<0.1%
6.7
3
<0.1%
7.1
11
<0.1%
7.28
5
<0.1%
7.42
29
0.2%
7.63
10
<0.1%
7.69
29
0.2%
7.77
9
<0.1%
7.88
21
0.2%
7.91
18
0.1%
7.99
10
<0.1%
8.03
26
0.2%
8.16
85
0.6%
LARGEST VALUES
35.16
3
<0.1%
34.65
1
<0.1%
34.64
2
<0.1%
34.48
7
<0.1%
34.3
1
<0.1%
32.88
1
<0.1%
32.23
2
<0.1%
31.33
2
<0.1%
31.3
2
<0.1%
30.24
1
<0.1%
30.15
4
<0.1%
29.92
2
<0.1%
29.63
5
<0.1%
29.26
3
<0.1%
28.57
6
<0.1%
poverty
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
income_household_10_to_15
0.87
income_household_5_to_10
0.87
income_household_100_to_150
-0.83
income_household_under_5
0.83
income_household_15_to_20
0.73
married
-0.71
income_household_median
-0.69
unemployment_rate
0.68
income_household_six_figure
-0.67
income_household_20_to_25
0.67
family_dual_income
-0.64
education_less_highschool
0.61
income_household_25_to_35
0.59
income_individual_median
-0.58

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.44
Division
0.29
Region
0.23
patient_race
0.21
payer_type
0.12
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
20.76
221
1.7%
18.64
183
1.4%
10.52
167
1.3%
16.68
158
1.2%
10.67
144
1.1%
12.12
142
1.1%
11.34
134
1.0%
10.49
129
1.0%
10.62
129
1.0%
7.1
125
0.9%
18.73
121
0.9%
25.03
118
0.9%
7.01
117
0.9%
9.22
116
0.9%
10.78
115
0.9%
SMALLEST VALUES
3.43
2
<0.1%
4.15
2
<0.1%
4.4
29
0.2%
4.62
9
<0.1%
4.63
10
<0.1%
4.89
10
<0.1%
5.13
7
<0.1%
5.19
50
0.4%
5.21
70
0.5%
5.23
3
<0.1%
5.25
29
0.2%
5.34
26
0.2%
5.55
8
<0.1%
5.61
29
0.2%
5.62
34
0.3%
LARGEST VALUES
38.35
3
<0.1%
37.82
7
<0.1%
33.74
3
<0.1%
33.26
2
<0.1%
32.76
1
<0.1%
32.68
19
0.1%
30.64
5
<0.1%
30.52
54
0.4%
30.41
3
<0.1%
29.04
5
<0.1%
28.9
2
<0.1%
28.82
4
<0.1%
28.79
95
0.7%
28.65
8
<0.1%
28.41
1
<0.1%
limited_english
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
hispanic
0.78
race_other
0.71
population
0.68
race_multiple
0.67
home_ownership
-0.65
race_white
-0.64
housing_units
0.63
self_employed
0.61
education_less_highschool
0.58
family_size
0.56
race_asian
0.55
Average of Nov-14
0.53
home_value
0.52
Average of Nov-18
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.64
Division
0.50
Region
0.40
patient_race
0.30
payer_type
0.13
breast_cancer_diagnosis_code
0.12
breast_cancer_diagnosis_desc
0.12
metastatic_cancer_diagnosis_code
0.11
metastatic_first_novel_treatment
0.04
metastatic_first_novel_treatment_type
0.04
patient_gender
0.00
MOST FREQUENT VALUES
2.97
223
1.7%
14.74
221
1.7%
14.17
183
1.4%
12.75
167
1.3%
6.92
158
1.2%
1.69
125
0.9%
13.97
121
0.9%
0.65
120
0.9%
1.38
119
0.9%
15.92
118
0.9%
4.48
117
0.9%
7.66
116
0.9%
4.3
115
0.9%
1.03
114
0.9%
2.6
110
0.8%
SMALLEST VALUES
0.0
8
<0.1%
0.02
17
0.1%
0.03
6
<0.1%
0.05
10
<0.1%
0.06
33
0.3%
0.07
18
0.1%
0.09
23
0.2%
0.1
4
<0.1%
0.11
4
<0.1%
0.12
5
<0.1%
0.13
16
0.1%
0.14
7
<0.1%
0.15
53
0.4%
0.16
26
0.2%
0.17
15
0.1%
LARGEST VALUES
26.76
1
<0.1%
22.59
65
0.5%
22.14
54
0.4%
21.16
88
0.7%
20.58
50
0.4%
20.55
8
<0.1%
20.02
39
0.3%
19.41
32
0.2%
15.92
118
0.9%
14.74
221
1.7%
14.65
58
0.4%
14.17
183
1.4%
14.07
56
0.4%
13.97
121
0.9%
13.4
32
0.2%
commute_time
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
density
0.48
population
0.47
rent_median
0.45
home_value
0.42
age_40s
0.41
housing_units
0.41
income_household_35_to_50
-0.41
family_size
0.39
race_other
0.39
income_household_150_over
0.39
income_household_six_figure
0.39
veteran
-0.38
limited_english
0.38
income_household_50_to_75
-0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.58
Division
0.45
Region
0.40
patient_race
0.12
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
payer_type
0.09
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
30.71
221
1.7%
42.5
183
1.4%
27.79
175
1.3%
32.53
167
1.3%
33.42
158
1.2%
31.85
144
1.1%
27.93
142
1.1%
26.31
138
1.0%
26.27
136
1.0%
27.56
126
1.0%
25.87
123
0.9%
44.94
118
0.9%
30.39
117
0.9%
31.82
116
0.9%
32.5
115
0.9%
SMALLEST VALUES
12.46
7
<0.1%
14.13
7
<0.1%
15.41
23
0.2%
15.79
3
<0.1%
16.16
1
<0.1%
16.2
5
<0.1%
16.48
8
<0.1%
16.81
4
<0.1%
16.9
2
<0.1%
16.95
1
<0.1%
17.03
11
<0.1%
17.22
3
<0.1%
17.27
5
<0.1%
17.32
6
<0.1%
17.49
5
<0.1%
LARGEST VALUES
48.02
12
<0.1%
47.27
58
0.4%
44.94
118
0.9%
44.79
41
0.3%
42.64
65
0.5%
42.5
183
1.4%
38.46
11
<0.1%
38.25
14
0.1%
38.21
4
<0.1%
37.07
104
0.8%
36.81
36
0.3%
36.78
11
<0.1%
36.71
16
0.1%
36.22
9
<0.1%
35.37
34
0.3%
health_uninsured
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Aug-13
0.68
Average of Jun-18
0.67
Average of May-18
0.67
Average of Aug-14
0.67
Average of Jun-13
0.66
Average of May-16
0.66
Average of May-17
0.66
Average of Jul-15
0.66
Average of Sep-13
0.66
Average of Jun-15
0.65
Average of Jul-16
0.63
Average of Apr-15
0.62
Average of Jun-14
0.62
Average of Aug-17
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.88
Division
0.77
Region
0.67
patient_race
0.16
payer_type
0.13
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
7.47
225
1.7%
10.34
221
1.7%
7.26
189
1.4%
5.39
185
1.4%
6.39
183
1.4%
6.54
169
1.3%
6.56
167
1.3%
5.93
164
1.2%
8.41
158
1.2%
14.03
141
1.1%
7.65
128
1.0%
22.54
121
0.9%
4.37
119
0.9%
6.29
115
0.9%
4.43
115
0.9%
SMALLEST VALUES
2.44
4
<0.1%
2.61
29
0.2%
2.76
70
0.5%
2.88
15
0.1%
2.92
7
<0.1%
2.93
2
<0.1%
2.97
26
0.2%
2.99
1
<0.1%
3.02
5
<0.1%
3.08
3
<0.1%
3.12
12
<0.1%
3.13
21
0.2%
3.14
9
<0.1%
3.16
1
<0.1%
3.17
27
0.2%
LARGEST VALUES
27.57
54
0.4%
26.3
1
<0.1%
22.72
1
<0.1%
22.54
121
0.9%
20.98
55
0.4%
20.83
6
<0.1%
20.77
2
<0.1%
20.13
50
0.4%
20.08
7
<0.1%
19.93
13
<0.1%
19.87
2
<0.1%
19.83
13
<0.1%
19.63
13
<0.1%
19.54
1
<0.1%
19.35
17
0.1%
veteran
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
education_some_college
0.57
male
0.53
female
-0.53
population
-0.50
self_employed
-0.50
housing_units
-0.49
limited_english
-0.49
density
-0.46
income_household_50_to_75
0.46
race_asian
-0.46
home_ownership
0.45
age_30s
-0.45
race_white
0.45
never_married
-0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.51
Division
0.40
Region
0.29
patient_race
0.14
metastatic_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
payer_type
0.07
metastatic_first_novel_treatment
0.03
metastatic_first_novel_treatment_type
0.03
patient_gender
0.00
MOST FREQUENT VALUES
6.5
234
1.8%
3.03
221
1.7%
1.76
183
1.4%
3.81
167
1.3%
3.17
158
1.2%
5.51
145
1.1%
6.79
138
1.0%
6.2
123
0.9%
3.77
121
0.9%
7.75
120
0.9%
2.52
118
0.9%
3.83
116
0.9%
2.08
109
0.8%
3.14
107
0.8%
4.23
106
0.8%
SMALLEST VALUES
1.2
2
<0.1%
1.5
11
<0.1%
1.6
5
<0.1%
1.76
183
1.4%
1.85
42
0.3%
2.08
109
0.8%
2.21
15
0.1%
2.3
88
0.7%
2.35
32
0.2%
2.41
65
0.5%
2.44
4
<0.1%
2.52
118
0.9%
2.56
58
0.4%
2.73
26
0.2%
2.75
5
<0.1%
LARGEST VALUES
25.2
1
<0.1%
21.43
9
<0.1%
21.41
7
<0.1%
21.37
34
0.3%
20.73
51
0.4%
19.71
11
<0.1%
17.9
21
0.2%
17.6
9
<0.1%
16.91
20
0.2%
15.78
50
0.4%
15.73
9
<0.1%
15.72
15
0.1%
15.12
7
<0.1%
14.91
5
<0.1%
14.18
14
0.1%
Average of Jan-13
MISSING:
33
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Dec-18
0.99
Average of Dec-16
0.99
Average of Jan-17
0.99
Average of Dec-14
0.98
Average of Dec-13
0.98
Average of Feb-13
0.98
Average of Nov-18
0.98
Average of Oct-18
0.97
Average of Nov-13
0.97
Average of Dec-17
0.97
Average of Feb-18
0.97
Average of Jan-16
0.97
Average of Feb-17
0.96
Average of Mar-16
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.94
Division
0.81
Region
0.73
patient_race
0.26
payer_type
0.20
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
57.88
221
1.7%
55.72
219
1.7%
33.53
187
1.4%
56.48
167
1.3%
27.14
158
1.2%
33.51
154
1.2%
26.49
144
1.1%
26.43
127
1.0%
46.27
126
1.0%
53.62
121
0.9%
26.3
118
0.9%
32.81
118
0.9%
24.97
117
0.9%
33.44
109
0.8%
57.9
107
0.8%
SMALLEST VALUES
6.79
5
<0.1%
6.88
2
<0.1%
7.71
10
<0.1%
8.44
15
0.1%
9.29
6
<0.1%
9.58
13
<0.1%
9.65
15
0.1%
11.49
1
<0.1%
11.72
33
0.3%
12.23
1
<0.1%
12.71
6
<0.1%
12.73
1
<0.1%
13.13
1
<0.1%
13.18
1
<0.1%
13.36
7
<0.1%
LARGEST VALUES
72.37
88
0.7%
72.24
56
0.4%
71.82
19
0.1%
70.74
7
<0.1%
70.42
10
<0.1%
69.38
23
0.2%
68.86
35
0.3%
68.57
8
<0.1%
67.57
21
0.2%
66.85
15
0.1%
66.59
30
0.2%
66.32
22
0.2%
66.06
26
0.2%
65.89
14
0.1%
65.67
29
0.2%
Average of Feb-13
MISSING:
3
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-16
0.98
Average of Dec-14
0.98
Average of Dec-18
0.98
Average of Jan-13
0.98
Average of Feb-16
0.98
Average of Nov-18
0.98
Average of Oct-14
0.98
Average of Mar-14
0.98
Average of Nov-17
0.98
Average of Feb-14
0.98
Average of Dec-17
0.97
Average of Mar-13
0.97
Average of Nov-13
0.97
Average of Dec-16
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.85
Region
0.79
patient_race
0.27
payer_type
0.20
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
57.65
221
1.7%
30.86
183
1.4%
57.42
167
1.3%
27.25
161
1.2%
30.81
152
1.2%
25.79
144
1.1%
23.4
124
0.9%
57.57
121
0.9%
24.73
119
0.9%
31.04
119
0.9%
55.75
116
0.9%
43.51
115
0.9%
31.23
113
0.9%
30.84
111
0.8%
24.58
109
0.8%
SMALLEST VALUES
8.93
2
<0.1%
9.04
15
0.1%
9.2
10
<0.1%
9.47
5
<0.1%
10.61
15
0.1%
10.81
1
<0.1%
11.39
13
<0.1%
11.48
3
<0.1%
11.79
1
<0.1%
13.3
33
0.3%
13.8
1
<0.1%
14.23
6
<0.1%
14.7
1
<0.1%
14.92
3
<0.1%
14.94
22
0.2%
LARGEST VALUES
71.0
10
<0.1%
70.52
88
0.7%
70.32
56
0.4%
69.82
19
0.1%
68.09
7
<0.1%
67.1
23
0.2%
66.97
14
0.1%
66.87
35
0.3%
65.92
8
<0.1%
65.61
21
0.2%
65.14
15
0.1%
64.96
30
0.2%
64.44
22
0.2%
64.42
26
0.2%
63.77
29
0.2%
Average of Mar-13
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Feb-16
0.98
Average of Mar-14
0.98
Average of Feb-14
0.98
Average of Feb-13
0.97
Average of Oct-14
0.97
Average of Jan-16
0.97
Average of Jan-14
0.97
Average of Apr-18
0.97
Average of Nov-17
0.97
Average of Feb-15
0.97
Average of Jan-18
0.96
Average of Nov-14
0.96
Average of Mar-18
0.96
Average of Dec-17
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.97
Division
0.86
Region
0.80
patient_race
0.29
payer_type
0.20
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
38.44
335
2.5%
60.86
221
1.7%
45.88
168
1.3%
62.7
167
1.3%
33.41
165
1.3%
32.14
144
1.1%
38.45
143
1.1%
31.96
123
0.9%
60.04
121
0.9%
38.55
118
0.9%
30.23
117
0.9%
60.48
116
0.9%
60.95
110
0.8%
39.71
106
0.8%
31.76
106
0.8%
SMALLEST VALUES
14.0
2
<0.1%
15.78
5
<0.1%
16.32
1
<0.1%
16.7
15
0.1%
18.05
10
<0.1%
19.27
3
<0.1%
19.5
15
0.1%
19.52
13
<0.1%
19.61
1
<0.1%
19.74
1
<0.1%
20.25
1
<0.1%
20.47
3
<0.1%
20.61
33
0.3%
20.96
22
0.2%
21.49
1
<0.1%
LARGEST VALUES
70.71
10
<0.1%
69.29
14
0.1%
67.08
46
0.3%
66.52
50
0.4%
66.46
54
0.4%
66.28
5
<0.1%
66.24
88
0.7%
66.11
56
0.4%
65.81
58
0.4%
65.8
19
0.1%
65.37
7
<0.1%
65.17
61
0.5%
64.98
12
<0.1%
64.75
104
0.8%
64.22
13
<0.1%
Average of Apr-13
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Apr-14
0.98
Average of Oct-18
0.98
Average of Mar-16
0.97
Average of Apr-18
0.97
Average of Feb-17
0.96
Average of Jan-17
0.96
Average of Oct-13
0.96
Average of Feb-18
0.96
Average of May-14
0.96
Average of Apr-16
0.96
Average of Oct-14
0.96
Average of Apr-15
0.95
Average of Dec-16
0.95
Average of Apr-17
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.77
Region
0.72
patient_race
0.25
payer_type
0.21
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
62.77
222
1.7%
51.28
212
1.6%
46.71
200
1.5%
43.35
193
1.5%
65.01
167
1.3%
47.65
158
1.2%
51.27
152
1.2%
47.18
144
1.1%
51.26
143
1.1%
65.86
121
0.9%
44.36
119
0.9%
51.15
118
0.9%
44.83
117
0.9%
63.07
116
0.9%
59.65
115
0.9%
SMALLEST VALUES
29.3
2
<0.1%
29.9
7
<0.1%
30.49
5
<0.1%
30.53
3
<0.1%
31.36
10
<0.1%
31.39
15
0.1%
31.7
3
<0.1%
32.15
1
<0.1%
32.16
15
0.1%
32.24
13
<0.1%
32.55
1
<0.1%
33.33
1
<0.1%
33.41
1
<0.1%
33.85
33
0.3%
33.99
31
0.2%
LARGEST VALUES
76.73
7
<0.1%
76.71
88
0.7%
76.44
56
0.4%
76.07
19
0.1%
75.88
23
0.2%
75.12
21
0.2%
74.49
26
0.2%
74.46
30
0.2%
74.38
8
<0.1%
74.09
35
0.3%
73.98
22
0.2%
73.81
29
0.2%
73.57
15
0.1%
73.27
19
0.1%
73.08
34
0.3%
Average of May-13
MISSING:
3
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of May-14
0.96
Average of Oct-16
0.95
Average of Sep-17
0.95
Average of Sep-13
0.94
Average of Sep-16
0.94
Average of Apr-17
0.94
Average of May-16
0.94
Average of Apr-14
0.93
Average of May-17
0.93
Average of Sep-15
0.93
Average of Oct-13
0.92
Average of Apr-15
0.92
Average of Sep-18
0.92
Average of Aug-14
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.91
Division
0.64
Region
0.60
patient_race
0.20
payer_type
0.16
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
60.15
278
2.1%
67.07
221
1.7%
69.95
167
1.3%
62.21
158
1.2%
60.14
152
1.2%
62.16
147
1.1%
59.07
129
1.0%
74.01
121
0.9%
62.0
119
0.9%
60.48
118
0.9%
67.23
116
0.9%
65.56
115
0.9%
62.17
114
0.9%
69.3
113
0.9%
60.18
109
0.8%
SMALLEST VALUES
43.26
7
<0.1%
46.97
22
0.2%
47.05
3
<0.1%
48.16
3
<0.1%
49.03
7
<0.1%
49.31
3
<0.1%
49.64
15
0.1%
50.14
7
<0.1%
50.38
1
<0.1%
50.54
9
<0.1%
50.55
1
<0.1%
51.18
10
<0.1%
51.28
1
<0.1%
51.5
1
<0.1%
51.54
1
<0.1%
LARGEST VALUES
81.45
46
0.3%
80.72
5
<0.1%
80.39
50
0.4%
79.26
61
0.5%
79.1
12
<0.1%
77.92
54
0.4%
77.91
7
<0.1%
77.84
58
0.4%
77.68
88
0.7%
77.54
19
0.1%
77.46
56
0.4%
77.1
48
0.4%
76.86
23
0.2%
76.47
21
0.2%
75.95
13
<0.1%
Average of Jun-13
MISSING:
20
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jun-14
0.97
Average of Jun-17
0.97
Average of Jun-16
0.96
Average of Jul-16
0.96
Average of Jun-18
0.96
Average of Jul-15
0.95
Average of Aug-13
0.95
Average of Jun-15
0.95
Average of Aug-18
0.94
Average of Jul-18
0.93
Average of Jul-17
0.93
Average of Aug-14
0.92
Average of Sep-18
0.92
Average of Jul-13
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.81
Division
0.63
Region
0.57
payer_type
0.14
patient_race
0.12
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
71.98
335
2.5%
68.41
221
1.7%
72.53
174
1.3%
81.71
172
1.3%
69.37
158
1.2%
69.14
148
1.1%
66.55
135
1.0%
69.58
125
1.0%
71.18
125
1.0%
82.98
124
0.9%
71.91
122
0.9%
65.82
121
0.9%
82.82
121
0.9%
67.79
119
0.9%
71.39
118
0.9%
SMALLEST VALUES
56.63
7
<0.1%
58.03
8
<0.1%
58.12
3
<0.1%
58.68
3
<0.1%
58.71
1
<0.1%
58.73
22
0.2%
58.87
11
<0.1%
58.93
9
<0.1%
59.02
7
<0.1%
59.37
5
<0.1%
59.45
33
0.3%
59.48
23
0.2%
59.55
1
<0.1%
59.58
11
<0.1%
59.59
7
<0.1%
LARGEST VALUES
91.64
5
<0.1%
91.4
46
0.3%
90.97
41
0.3%
90.15
50
0.4%
89.68
61
0.5%
89.65
12
<0.1%
85.5
112
0.9%
84.66
7
<0.1%
84.58
13
<0.1%
84.11
50
0.4%
83.58
13
<0.1%
83.38
30
0.2%
83.34
8
<0.1%
83.3
14
0.1%
83.25
42
0.3%
Average of Jul-13
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jul-17
0.93
Average of Jul-18
0.92
Average of Jun-13
0.92
Average of Jun-17
0.91
Average of Aug-18
0.91
Average of Jul-16
0.91
Average of Jul-14
0.91
Average of Aug-16
0.90
Average of Jul-15
0.90
Average of Jun-15
0.89
Average of Aug-13
0.89
Average of Jun-14
0.88
Average of Aug-17
0.88
Average of Jun-16
0.87

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.80
Division
0.61
Region
0.53
payer_type
0.14
patient_race
0.12
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
70.69
221
1.7%
78.63
183
1.4%
73.06
172
1.3%
75.66
170
1.3%
74.39
162
1.2%
78.64
157
1.2%
76.11
143
1.1%
72.26
136
1.0%
72.4
122
0.9%
83.19
121
0.9%
71.77
119
0.9%
77.86
118
0.9%
71.24
117
0.9%
72.48
116
0.9%
71.75
114
0.9%
SMALLEST VALUES
60.11
7
<0.1%
63.01
22
0.2%
63.39
6
<0.1%
63.51
10
<0.1%
63.9
3
<0.1%
63.94
28
0.2%
63.96
42
0.3%
64.14
7
<0.1%
64.32
3
<0.1%
64.39
14
0.1%
64.51
33
0.3%
64.85
3
<0.1%
64.92
12
<0.1%
65.3
15
0.1%
65.38
7
<0.1%
LARGEST VALUES
96.45
18
0.1%
95.68
5
<0.1%
94.37
46
0.3%
94.19
41
0.3%
93.34
50
0.4%
93.23
12
<0.1%
92.53
61
0.5%
89.84
58
0.4%
89.56
32
0.2%
88.98
13
<0.1%
85.44
54
0.4%
85.28
54
0.4%
84.6
40
0.3%
84.51
73
0.6%
84.39
42
0.3%
Average of Aug-13
MISSING:
17
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Aug-14
0.96
Average of Jun-13
0.95
Average of Jun-16
0.94
Average of Jul-15
0.94
Average of Jul-18
0.94
Average of Jun-17
0.94
Average of Jun-15
0.94
Average of Sep-13
0.93
Average of Jun-18
0.93
Average of Aug-15
0.93
Average of Jul-17
0.93
Average of Jul-16
0.92
Average of Aug-17
0.92
Average of Aug-18
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.82
Division
0.67
Region
0.59
payer_type
0.15
patient_race
0.13
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
71.19
379
2.9%
71.34
337
2.6%
75.76
216
1.6%
74.26
165
1.3%
72.51
144
1.1%
67.31
128
1.0%
74.73
125
1.0%
71.41
124
0.9%
84.39
121
0.9%
68.61
119
0.9%
68.64
119
0.9%
69.5
117
0.9%
72.78
116
0.9%
75.47
115
0.9%
71.69
110
0.8%
SMALLEST VALUES
56.87
7
<0.1%
61.5
22
0.2%
63.07
3
<0.1%
63.28
3
<0.1%
63.44
1
<0.1%
63.52
18
0.1%
63.59
7
<0.1%
63.88
6
<0.1%
63.98
7
<0.1%
64.11
1
<0.1%
64.15
2
<0.1%
64.21
7
<0.1%
64.42
15
0.1%
64.74
5
<0.1%
64.78
9
<0.1%
LARGEST VALUES
92.33
46
0.3%
91.82
12
<0.1%
91.34
5
<0.1%
90.97
61
0.5%
90.93
50
0.4%
88.75
41
0.3%
88.19
58
0.4%
87.48
40
0.3%
87.43
42
0.3%
87.38
73
0.6%
86.49
55
0.4%
86.31
85
0.6%
86.09
54
0.4%
85.97
31
0.2%
85.89
30
0.2%
Average of Sep-13
MISSING:
27
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Oct-16
0.96
Average of Aug-14
0.96
Average of Sep-17
0.95
Average of Apr-15
0.95
Average of May-14
0.95
Average of May-13
0.94
Average of Sep-14
0.94
Average of May-16
0.93
Average of Aug-15
0.93
Average of Apr-16
0.93
Average of Aug-13
0.93
Average of Apr-14
0.93
Average of May-17
0.93
Average of Sep-15
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.88
Division
0.67
Region
0.62
patient_race
0.19
payer_type
0.17
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
75.79
223
1.7%
72.74
221
1.7%
64.53
206
1.6%
68.36
158
1.2%
64.54
150
1.1%
67.34
144
1.1%
64.1
138
1.0%
81.61
121
0.9%
62.53
119
0.9%
64.61
117
0.9%
73.26
116
0.9%
71.85
115
0.9%
64.49
109
0.8%
72.97
107
0.8%
65.17
106
0.8%
SMALLEST VALUES
48.11
7
<0.1%
55.63
3
<0.1%
55.79
22
0.2%
56.35
1
<0.1%
56.37
1
<0.1%
56.46
2
<0.1%
56.84
18
0.1%
57.08
9
<0.1%
57.14
3
<0.1%
57.18
15
0.1%
57.2
3
<0.1%
57.22
1
<0.1%
57.27
3
<0.1%
57.28
7
<0.1%
57.37
2
<0.1%
LARGEST VALUES
86.44
46
0.3%
85.25
12
<0.1%
85.22
50
0.4%
84.72
61
0.5%
84.06
5
<0.1%
82.65
7
<0.1%
82.24
88
0.7%
82.22
58
0.4%
82.07
23
0.2%
81.83
8
<0.1%
81.78
104
0.8%
81.77
40
0.3%
81.73
54
0.4%
81.69
73
0.6%
81.67
3
<0.1%
Average of Oct-13
MISSING:
59
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Oct-18
0.98
Average of Nov-15
0.97
Average of Jan-17
0.96
Average of Oct-17
0.96
Average of Mar-16
0.96
Average of Apr-13
0.96
Average of Apr-14
0.96
Average of Apr-17
0.96
Average of Feb-17
0.96
Average of Apr-15
0.96
Average of Dec-16
0.96
Average of Oct-16
0.96
Average of May-14
0.96
Average of Jan-13
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.88
Division
0.69
Region
0.62
patient_race
0.22
payer_type
0.17
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
56.15
335
2.6%
66.41
221
1.7%
51.78
184
1.4%
67.85
167
1.3%
54.64
158
1.2%
53.5
144
1.1%
56.13
143
1.1%
71.29
121
0.9%
51.55
119
0.9%
55.98
118
0.9%
51.31
117
0.9%
65.53
116
0.9%
61.5
115
0.9%
66.57
107
0.8%
57.17
106
0.8%
SMALLEST VALUES
39.81
22
0.2%
40.19
9
<0.1%
40.34
10
<0.1%
40.44
1
<0.1%
40.5
16
0.1%
40.77
11
<0.1%
41.28
7
<0.1%
41.35
1
<0.1%
41.63
1
<0.1%
41.78
5
<0.1%
41.88
1
<0.1%
41.89
3
<0.1%
42.02
1
<0.1%
42.2
2
<0.1%
42.24
7
<0.1%
LARGEST VALUES
80.18
7
<0.1%
79.88
88
0.7%
79.3
56
0.4%
78.8
19
0.1%
78.59
23
0.2%
77.95
26
0.2%
77.5
35
0.3%
77.18
8
<0.1%
77.14
21
0.2%
76.64
10
<0.1%
76.46
15
0.1%
76.34
30
0.2%
76.25
34
0.3%
76.12
54
0.4%
75.81
22
0.2%
Average of Nov-13
MISSING:
3
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Nov-18
0.99
Average of Dec-18
0.99
Average of Dec-17
0.99
Average of Dec-14
0.98
Average of Jan-16
0.98
Average of Nov-14
0.98
Average of Dec-16
0.98
Average of Feb-13
0.97
Average of Jan-13
0.97
Average of Dec-13
0.97
Average of Nov-17
0.97
Average of Jan-15
0.97
Average of Feb-16
0.97
Average of Feb-14
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.95
Division
0.78
Region
0.72
patient_race
0.29
payer_type
0.20
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.11
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
65.09
221
1.7%
42.05
183
1.4%
64.46
167
1.3%
37.08
159
1.2%
38.03
158
1.2%
64.9
155
1.2%
42.03
152
1.2%
36.08
147
1.1%
57.74
128
1.0%
36.39
119
0.9%
41.73
118
0.9%
35.97
117
0.9%
63.1
116
0.9%
48.28
115
0.9%
41.99
109
0.8%
SMALLEST VALUES
24.24
5
<0.1%
24.52
2
<0.1%
24.61
7
<0.1%
25.34
10
<0.1%
25.56
15
0.1%
25.68
3
<0.1%
25.79
15
0.1%
26.21
13
<0.1%
27.32
1
<0.1%
27.56
1
<0.1%
28.32
33
0.3%
28.45
1
<0.1%
28.84
6
<0.1%
28.98
1
<0.1%
29.6
1
<0.1%
LARGEST VALUES
76.61
88
0.7%
76.09
56
0.4%
75.38
19
0.1%
75.03
7
<0.1%
74.56
35
0.3%
74.52
10
<0.1%
73.48
8
<0.1%
73.47
23
0.2%
72.78
15
0.1%
72.09
26
0.2%
71.43
21
0.2%
71.09
14
0.1%
70.18
30
0.2%
70.15
34
0.3%
69.97
19
0.1%
Average of Dec-13
MISSING:
3
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-13
0.98
Average of Nov-18
0.98
Average of Dec-18
0.98
Average of Dec-16
0.98
Average of Dec-14
0.98
Average of Feb-18
0.98
Average of Nov-13
0.97
Average of Dec-17
0.97
Average of Jan-17
0.97
Average of Nov-14
0.97
Average of Jan-16
0.96
Average of Feb-13
0.96
Average of Feb-14
0.96
Average of Oct-18
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.82
Region
0.73
patient_race
0.28
payer_type
0.21
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.11
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
60.87
221
1.7%
34.96
183
1.4%
59.41
167
1.3%
34.93
160
1.2%
24.53
158
1.2%
23.53
144
1.1%
34.79
122
0.9%
50.59
121
0.9%
36.78
120
0.9%
25.81
120
0.9%
33.68
118
0.9%
21.65
117
0.9%
58.31
116
0.9%
44.89
115
0.9%
60.89
107
0.8%
SMALLEST VALUES
-1.12
5
<0.1%
-0.37
2
<0.1%
0.12
10
<0.1%
1.57
15
0.1%
1.82
3
<0.1%
2.76
15
0.1%
3.5
13
<0.1%
5.31
1
<0.1%
6.29
33
0.3%
7.01
1
<0.1%
7.05
1
<0.1%
7.09
1
<0.1%
8.77
1
<0.1%
8.88
1
<0.1%
9.57
22
0.2%
LARGEST VALUES
74.47
88
0.7%
74.17
56
0.4%
73.62
19
0.1%
73.27
10
<0.1%
72.48
7
<0.1%
71.51
23
0.2%
71.18
35
0.3%
70.68
8
<0.1%
69.89
14
0.1%
69.56
26
0.2%
68.47
21
0.2%
68.25
15
0.1%
68.01
30
0.2%
67.45
22
0.2%
66.72
34
0.3%
Average of Jan-14
MISSING:
4
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-18
0.99
Average of Jan-15
0.99
Average of Feb-16
0.98
Average of Feb-15
0.98
Average of Jan-16
0.98
Average of Feb-14
0.98
Average of Dec-17
0.97
Average of Mar-14
0.97
Average of Mar-13
0.97
Average of Nov-14
0.97
Average of Nov-18
0.97
Average of Nov-13
0.96
Average of Mar-15
0.96
Average of Feb-13
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.97
Division
0.89
Region
0.84
patient_race
0.30
payer_type
0.20
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
64.3
221
1.7%
24.47
183
1.4%
63.65
167
1.3%
14.82
163
1.2%
16.82
158
1.2%
60.56
155
1.2%
24.42
154
1.2%
48.54
121
0.9%
14.59
119
0.9%
23.95
118
0.9%
12.68
117
0.9%
62.39
116
0.9%
34.29
115
0.9%
14.96
110
0.8%
24.37
109
0.8%
SMALLEST VALUES
-2.86
15
0.1%
-2.46
10
<0.1%
-1.59
3
<0.1%
-0.82
5
<0.1%
-0.81
13
<0.1%
0.32
2
<0.1%
0.89
15
0.1%
1.34
1
<0.1%
2.26
1
<0.1%
2.82
33
0.3%
3.86
6
<0.1%
4.11
3
<0.1%
4.28
46
0.3%
5.5
1
<0.1%
5.6
3
<0.1%
LARGEST VALUES
70.77
10
<0.1%
67.47
14
0.1%
66.71
56
0.4%
66.66
88
0.7%
66.42
19
0.1%
64.76
40
0.3%
64.7
94
0.7%
64.6
17
0.1%
64.59
64
0.5%
64.56
8
<0.1%
64.47
26
0.2%
64.42
107
0.8%
64.35
61
0.5%
64.3
221
1.7%
64.15
37
0.3%
Average of Feb-14
MISSING:
9
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-14
0.98
Average of Jan-16
0.98
Average of Mar-13
0.98
Average of Jan-14
0.98
Average of Jan-15
0.98
Average of Feb-13
0.98
Average of Dec-17
0.98
Average of Nov-18
0.97
Average of Feb-16
0.97
Average of Apr-18
0.97
Average of Jan-18
0.97
Average of Feb-15
0.97
Average of Nov-14
0.97
Average of Dec-14
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.98
Division
0.88
Region
0.84
patient_race
0.29
payer_type
0.21
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
26.97
649
4.9%
60.77
221
1.7%
61.17
167
1.3%
18.61
158
1.2%
60.83
146
1.1%
16.24
144
1.1%
54.11
121
0.9%
18.44
119
0.9%
15.13
117
0.9%
59.58
116
0.9%
44.14
115
0.9%
60.99
112
0.9%
30.44
106
0.8%
16.6
106
0.8%
61.16
103
0.8%
SMALLEST VALUES
0.39
5
<0.1%
0.44
15
0.1%
0.65
2
<0.1%
0.84
10
<0.1%
1.59
13
<0.1%
1.6
15
0.1%
2.32
3
<0.1%
3.51
1
<0.1%
3.58
33
0.3%
4.17
1
<0.1%
4.55
3
<0.1%
4.6
3
<0.1%
4.72
6
<0.1%
4.8
46
0.3%
5.22
1
<0.1%
LARGEST VALUES
73.25
88
0.7%
73.02
56
0.4%
72.92
19
0.1%
72.4
10
<0.1%
71.3
35
0.3%
70.66
7
<0.1%
69.7
23
0.2%
69.43
14
0.1%
69.33
8
<0.1%
67.7
26
0.2%
66.47
15
0.1%
66.38
21
0.2%
65.52
22
0.2%
65.24
30
0.2%
63.58
34
0.3%
Average of Mar-14
MISSING:
29
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-15
0.99
Average of Feb-14
0.98
Average of Feb-16
0.98
Average of Jan-15
0.98
Average of Feb-15
0.98
Average of Mar-13
0.98
Average of Feb-13
0.98
Average of Apr-18
0.97
Average of Jan-14
0.97
Average of Jan-16
0.97
Average of Dec-17
0.97
Average of Mar-17
0.97
Average of Jan-18
0.97
Average of Oct-14
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.97
Division
0.86
Region
0.82
patient_race
0.28
payer_type
0.21
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
33.92
420
3.2%
63.01
221
1.7%
33.95
196
1.5%
64.03
167
1.3%
32.43
158
1.2%
30.06
144
1.1%
24.83
141
1.1%
36.36
121
0.9%
58.25
121
0.9%
28.06
117
0.9%
62.2
116
0.9%
49.58
115
0.9%
63.15
107
0.8%
23.89
106
0.8%
65.16
104
0.8%
SMALLEST VALUES
13.96
3
<0.1%
14.23
15
0.1%
14.98
1
<0.1%
15.31
9
<0.1%
15.64
15
0.1%
15.96
5
<0.1%
16.0
2
<0.1%
16.15
10
<0.1%
16.2
3
<0.1%
17.04
2
<0.1%
17.47
13
<0.1%
18.72
6
<0.1%
19.1
1
<0.1%
19.12
3
<0.1%
19.37
13
<0.1%
LARGEST VALUES
72.13
88
0.7%
72.08
10
<0.1%
71.88
56
0.4%
71.49
19
0.1%
70.04
7
<0.1%
69.73
35
0.3%
69.01
23
0.2%
68.86
14
0.1%
68.66
8
<0.1%
68.24
26
0.2%
67.29
46
0.3%
66.78
15
0.1%
66.74
50
0.4%
66.57
58
0.4%
66.47
26
0.2%
Average of Apr-14
MISSING:
180
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-16
0.99
Average of Feb-17
0.98
Average of Apr-13
0.98
Average of Apr-16
0.98
Average of Oct-18
0.98
Average of Apr-15
0.98
Average of Oct-16
0.97
Average of Apr-18
0.97
Average of Oct-14
0.97
Average of May-14
0.97
Average of Sep-14
0.97
Average of Mar-17
0.96
Average of Jan-17
0.96
Average of Mar-18
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.85
Division
0.70
Region
0.67
patient_race
0.19
payer_type
0.17
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
49.99
266
2.0%
51.46
236
1.8%
64.37
221
1.7%
66.22
167
1.3%
49.92
158
1.2%
49.09
144
1.1%
52.32
124
1.0%
68.19
121
0.9%
46.91
119
0.9%
46.43
117
0.9%
63.91
116
0.9%
60.6
115
0.9%
44.99
110
0.8%
64.47
107
0.8%
44.29
107
0.8%
SMALLEST VALUES
32.84
3
<0.1%
33.23
3
<0.1%
33.83
15
0.1%
34.35
1
<0.1%
34.77
9
<0.1%
35.43
2
<0.1%
35.73
15
0.1%
36.04
1
<0.1%
36.5
28
0.2%
37.71
37
0.3%
37.72
7
<0.1%
38.11
6
<0.1%
38.56
33
0.3%
38.66
7
<0.1%
38.85
1
<0.1%
LARGEST VALUES
76.21
88
0.7%
75.84
56
0.4%
75.65
19
0.1%
75.15
7
<0.1%
73.97
8
<0.1%
73.86
35
0.3%
73.84
26
0.2%
73.57
54
0.4%
73.31
23
0.2%
73.01
46
0.4%
73.0
10
<0.1%
72.53
7
<0.1%
72.43
21
0.2%
72.12
30
0.2%
72.11
15
0.1%
Average of May-14
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Apr-17
0.97
Average of Apr-14
0.97
Average of Oct-16
0.97
Average of Apr-15
0.97
Average of Sep-17
0.96
Average of Sep-14
0.96
Average of May-13
0.96
Average of Mar-16
0.96
Average of Apr-13
0.96
Average of Oct-13
0.96
Average of May-17
0.95
Average of Oct-18
0.95
Average of Sep-13
0.95
Average of Apr-16
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.92
Division
0.71
Region
0.68
patient_race
0.22
payer_type
0.20
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
61.76
596
4.5%
69.73
230
1.7%
73.46
216
1.6%
57.34
202
1.5%
58.64
171
1.3%
72.04
167
1.3%
62.89
158
1.2%
61.19
149
1.1%
68.33
137
1.0%
69.2
133
1.0%
72.73
132
1.0%
58.25
119
0.9%
58.91
117
0.9%
60.54
114
0.9%
70.82
111
0.8%
SMALLEST VALUES
46.65
22
0.2%
48.93
7
<0.1%
49.2
7
<0.1%
49.31
3
<0.1%
49.35
3
<0.1%
49.39
7
<0.1%
49.99
3
<0.1%
50.02
1
<0.1%
50.3
9
<0.1%
50.65
15
0.1%
50.72
15
0.1%
50.78
1
<0.1%
51.36
8
<0.1%
51.42
34
0.3%
51.5
1
<0.1%
LARGEST VALUES
80.57
46
0.3%
80.29
5
<0.1%
79.95
7
<0.1%
79.59
88
0.7%
79.58
12
<0.1%
79.4
50
0.4%
79.27
56
0.4%
79.18
61
0.5%
78.98
19
0.1%
78.88
26
0.2%
78.49
8
<0.1%
78.29
23
0.2%
77.61
30
0.2%
77.52
35
0.3%
77.51
22
0.2%
Average of Jun-14
MISSING:
152
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jun-13
0.97
Average of Jun-16
0.96
Average of Jun-18
0.96
Average of Jul-16
0.96
Average of Jun-17
0.96
Average of Aug-16
0.93
Average of Jul-15
0.93
Average of Sep-16
0.93
Average of Aug-18
0.93
Average of Jun-15
0.93
Average of May-18
0.93
Average of Sep-18
0.93
Average of Aug-14
0.92
Average of Aug-13
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.66
Division
0.51
Region
0.50
patient_race
0.10
payer_type
0.10
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.02
metastatic_first_novel_treatment_type
0.02
patient_gender
0.00
MOST FREQUENT VALUES
70.54
266
2.0%
70.47
236
1.8%
68.46
230
1.8%
72.72
167
1.3%
72.94
159
1.2%
71.41
144
1.1%
68.16
133
1.0%
71.45
129
1.0%
69.65
124
1.0%
83.03
121
0.9%
68.87
117
0.9%
75.91
115
0.9%
71.13
108
0.8%
68.66
107
0.8%
67.99
106
0.8%
SMALLEST VALUES
51.61
7
<0.1%
55.76
8
<0.1%
55.88
22
0.2%
56.45
20
0.2%
56.65
1
<0.1%
56.84
1
<0.1%
57.19
5
<0.1%
57.44
1
<0.1%
57.91
7
<0.1%
57.99
28
0.2%
58.03
3
<0.1%
58.13
42
0.3%
58.38
7
<0.1%
58.4
23
0.2%
58.47
11
<0.1%
LARGEST VALUES
90.22
5
<0.1%
89.8
46
0.4%
88.68
50
0.4%
88.55
41
0.3%
88.44
61
0.5%
88.37
12
<0.1%
85.33
54
0.4%
84.53
58
0.4%
84.44
7
<0.1%
84.1
5
<0.1%
83.67
50
0.4%
83.57
30
0.2%
83.04
13
<0.1%
83.03
121
0.9%
82.84
42
0.3%
Average of Jul-14
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Aug-15
0.96
Average of Aug-17
0.96
Average of Jul-18
0.94
Average of Jun-15
0.93
Average of Jul-17
0.93
Average of Jul-15
0.92
Average of Aug-13
0.92
Average of Aug-18
0.91
Average of Aug-14
0.91
Average of Jun-13
0.91
Average of Jul-13
0.91
Average of Sep-14
0.90
Average of Jun-17
0.90
Average of Jun-16
0.89

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.88
Division
0.71
Region
0.66
payer_type
0.19
patient_race
0.18
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
74.75
348
2.6%
73.62
221
1.7%
69.86
196
1.5%
77.29
182
1.4%
75.08
177
1.3%
72.25
171
1.3%
74.73
143
1.1%
68.91
131
1.0%
82.81
126
1.0%
68.62
125
0.9%
68.17
119
0.9%
74.55
118
0.9%
82.06
117
0.9%
75.47
115
0.9%
75.84
115
0.9%
SMALLEST VALUES
57.6
7
<0.1%
61.33
3
<0.1%
62.5
9
<0.1%
62.72
15
0.1%
62.79
22
0.2%
62.91
1
<0.1%
63.45
3
<0.1%
63.89
15
0.1%
64.63
23
0.2%
65.1
28
0.2%
65.11
31
0.2%
65.13
75
0.6%
65.16
6
<0.1%
65.17
9
<0.1%
65.21
7
<0.1%
LARGEST VALUES
95.53
5
<0.1%
94.96
46
0.3%
94.0
12
<0.1%
93.66
50
0.4%
93.56
41
0.3%
93.26
61
0.5%
90.98
58
0.4%
88.52
13
<0.1%
88.45
8
<0.1%
85.35
54
0.4%
84.76
30
0.2%
84.66
7
<0.1%
84.65
104
0.8%
84.62
42
0.3%
84.56
7
<0.1%
Average of Aug-14
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Aug-13
0.96
Average of Sep-13
0.96
Average of Jul-15
0.94
Average of Jun-16
0.94
Average of Aug-17
0.94
Average of May-16
0.94
Average of Jun-15
0.94
Average of Aug-15
0.93
Average of Jul-18
0.93
Average of Sep-17
0.93
Average of Jun-17
0.93
Average of Aug-18
0.93
Average of Sep-16
0.92
Average of Jun-13
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.89
Division
0.69
Region
0.65
payer_type
0.18
patient_race
0.17
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
73.65
227
1.7%
71.5
183
1.4%
77.49
167
1.3%
75.39
165
1.3%
71.22
160
1.2%
71.51
153
1.2%
71.48
145
1.1%
72.99
144
1.1%
83.96
121
0.9%
68.67
119
0.9%
67.57
117
0.9%
71.69
117
0.9%
74.49
116
0.9%
76.76
115
0.9%
74.43
110
0.8%
SMALLEST VALUES
56.56
7
<0.1%
58.54
22
0.2%
60.72
3
<0.1%
60.88
3
<0.1%
60.97
7
<0.1%
61.04
7
<0.1%
61.87
1
<0.1%
62.73
3
<0.1%
62.78
10
<0.1%
63.14
2
<0.1%
63.25
1
<0.1%
63.29
15
0.1%
63.32
27
0.2%
63.4
34
0.3%
63.62
11
<0.1%
LARGEST VALUES
90.17
46
0.3%
90.13
5
<0.1%
89.65
8
<0.1%
89.33
50
0.4%
89.06
12
<0.1%
88.49
61
0.5%
87.58
41
0.3%
87.15
58
0.4%
86.94
54
0.4%
86.39
7
<0.1%
86.24
30
0.2%
85.97
3
<0.1%
85.96
8
<0.1%
85.88
40
0.3%
85.84
19
0.1%
Average of Sep-14
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Oct-14
0.97
Average of Apr-14
0.97
Average of May-14
0.96
Average of Oct-16
0.96
Average of Mar-16
0.96
Average of Apr-18
0.95
Average of Apr-15
0.95
Average of Apr-13
0.95
Average of Apr-16
0.95
Average of Feb-17
0.95
Average of Oct-18
0.95
Average of Mar-18
0.94
Average of Sep-17
0.94
Average of Oct-13
0.94

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.93
Division
0.76
Region
0.72
patient_race
0.25
payer_type
0.21
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
66.77
342
2.6%
75.96
221
1.7%
78.88
167
1.3%
66.0
164
1.2%
64.17
144
1.1%
66.44
133
1.0%
62.01
126
1.0%
79.68
121
0.9%
61.66
120
0.9%
73.7
117
0.9%
75.84
116
0.9%
66.73
109
0.8%
68.18
109
0.8%
61.35
108
0.8%
76.12
107
0.8%
SMALLEST VALUES
42.48
6
<0.1%
49.18
7
<0.1%
53.79
3
<0.1%
54.51
1
<0.1%
55.03
22
0.2%
55.51
11
<0.1%
55.55
15
0.1%
55.56
3
<0.1%
55.78
7
<0.1%
56.21
9
<0.1%
56.29
5
<0.1%
56.41
9
<0.1%
56.5
1
<0.1%
57.24
6
<0.1%
57.32
1
<0.1%
LARGEST VALUES
87.83
5
<0.1%
86.86
50
0.4%
86.62
46
0.3%
85.87
12
<0.1%
85.36
61
0.5%
84.47
41
0.3%
84.22
58
0.4%
83.84
5
<0.1%
82.37
88
0.7%
82.17
7
<0.1%
82.13
26
0.2%
81.99
56
0.4%
81.82
19
0.1%
81.75
104
0.8%
81.32
23
0.2%
Average of Oct-14
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Nov-17
0.98
Average of Feb-13
0.98
Average of Oct-15
0.97
Average of Mar-13
0.97
Average of Mar-18
0.97
Average of Apr-18
0.97
Average of Apr-14
0.97
Average of Mar-16
0.97
Average of Sep-14
0.97
Average of Nov-16
0.97
Average of Feb-17
0.97
Average of Feb-16
0.97
Average of Mar-17
0.97
Average of Mar-14
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.81
Region
0.76
patient_race
0.27
payer_type
0.20
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
55.69
326
2.5%
71.83
226
1.7%
73.36
167
1.3%
54.58
158
1.2%
55.65
152
1.2%
52.41
144
1.1%
53.93
134
1.0%
50.61
128
1.0%
72.08
121
0.9%
56.05
118
0.9%
51.11
117
0.9%
70.82
116
0.9%
63.23
115
0.9%
56.59
109
0.8%
71.94
107
0.8%
SMALLEST VALUES
34.8
7
<0.1%
42.84
15
0.1%
42.94
3
<0.1%
43.07
1
<0.1%
43.18
3
<0.1%
44.35
9
<0.1%
44.58
6
<0.1%
44.83
1
<0.1%
44.86
13
<0.1%
45.16
10
<0.1%
45.44
27
0.2%
45.83
2
<0.1%
45.86
1
<0.1%
45.87
15
0.1%
45.99
15
0.1%
LARGEST VALUES
82.1
10
<0.1%
78.98
88
0.7%
78.9
7
<0.1%
78.63
56
0.4%
78.54
19
0.1%
77.18
5
<0.1%
77.14
8
<0.1%
77.1
35
0.3%
76.8
23
0.2%
76.77
50
0.4%
76.71
54
0.4%
76.32
7
<0.1%
76.31
46
0.3%
76.17
14
0.1%
75.96
13
<0.1%
Average of Nov-14
MISSING:
24
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Nov-18
0.99
Average of Jan-16
0.98
Average of Dec-17
0.98
Average of Nov-13
0.98
Average of Dec-14
0.98
Average of Jan-18
0.97
Average of Feb-16
0.97
Average of Jan-14
0.97
Average of Dec-18
0.97
Average of Jan-15
0.97
Average of Feb-14
0.97
Average of Dec-13
0.97
Average of Mar-13
0.96
Average of Dec-16
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.95
Division
0.82
Region
0.74
patient_race
0.30
payer_type
0.21
breast_cancer_diagnosis_code
0.12
breast_cancer_diagnosis_desc
0.12
metastatic_cancer_diagnosis_code
0.11
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
41.72
335
2.5%
67.04
221
1.7%
66.57
167
1.3%
36.27
158
1.2%
33.68
144
1.1%
33.06
134
1.0%
34.08
128
1.0%
63.29
126
1.0%
57.28
121
0.9%
41.86
119
0.9%
41.21
118
0.9%
32.34
117
0.9%
64.87
116
0.9%
45.74
115
0.9%
41.66
109
0.8%
SMALLEST VALUES
19.0
3
<0.1%
19.07
15
0.1%
19.44
5
<0.1%
19.83
10
<0.1%
19.88
2
<0.1%
20.19
13
<0.1%
20.71
15
0.1%
20.82
1
<0.1%
21.13
1
<0.1%
21.4
33
0.3%
21.53
1
<0.1%
22.27
1
<0.1%
22.3
1
<0.1%
22.41
1
<0.1%
22.88
22
0.2%
LARGEST VALUES
74.56
10
<0.1%
71.7
88
0.7%
71.48
14
0.1%
71.27
56
0.4%
70.73
19
0.1%
68.67
20
0.2%
68.42
8
<0.1%
68.4
7
<0.1%
68.05
16
0.1%
67.82
35
0.3%
67.42
40
0.3%
67.3
61
0.5%
67.29
64
0.5%
67.27
17
0.1%
67.23
45
0.3%
Average of Dec-14
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Dec-18
0.99
Average of Nov-18
0.99
Average of Dec-16
0.99
Average of Jan-13
0.98
Average of Jan-16
0.98
Average of Nov-13
0.98
Average of Feb-13
0.98
Average of Nov-14
0.98
Average of Dec-13
0.98
Average of Dec-17
0.98
Average of Jan-17
0.98
Average of Oct-18
0.97
Average of Feb-14
0.97
Average of Feb-18
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.82
Region
0.73
patient_race
0.28
payer_type
0.21
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
59.73
221
1.7%
31.97
191
1.4%
38.33
183
1.4%
46.67
176
1.3%
59.16
167
1.3%
58.07
167
1.3%
34.55
158
1.2%
38.32
153
1.2%
32.64
144
1.1%
38.25
128
1.0%
56.25
121
0.9%
32.66
119
0.9%
37.7
118
0.9%
31.28
117
0.9%
59.77
107
0.8%
SMALLEST VALUES
15.78
2
<0.1%
16.82
5
<0.1%
18.04
10
<0.1%
18.42
15
0.1%
18.86
3
<0.1%
19.15
1
<0.1%
19.36
15
0.1%
19.4
1
<0.1%
19.51
1
<0.1%
19.7
13
<0.1%
20.54
1
<0.1%
21.29
3
<0.1%
21.32
1
<0.1%
21.4
1
<0.1%
21.49
33
0.3%
LARGEST VALUES
72.17
10
<0.1%
70.8
26
0.2%
69.96
88
0.7%
69.76
56
0.4%
69.51
19
0.1%
68.37
14
0.1%
68.28
7
<0.1%
67.87
35
0.3%
67.22
8
<0.1%
66.61
23
0.2%
65.14
20
0.2%
64.89
15
0.1%
64.72
16
0.1%
64.65
21
0.2%
64.46
30
0.2%
Average of Jan-15
MISSING:
6
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-18
0.99
Average of Jan-14
0.99
Average of Dec-17
0.98
Average of Feb-16
0.98
Average of Jan-16
0.98
Average of Feb-15
0.98
Average of Mar-14
0.98
Average of Mar-15
0.98
Average of Feb-14
0.98
Average of Nov-18
0.97
Average of Nov-13
0.97
Average of Nov-14
0.97
Average of Feb-13
0.97
Average of Mar-13
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.87
Region
0.82
patient_race
0.29
payer_type
0.20
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
63.27
221
1.7%
24.96
194
1.5%
26.65
191
1.5%
63.02
171
1.3%
62.01
167
1.3%
39.96
164
1.2%
26.62
152
1.2%
22.32
144
1.1%
49.87
126
1.0%
58.32
123
0.9%
19.73
119
0.9%
25.83
119
0.9%
20.6
117
0.9%
60.9
116
0.9%
63.07
114
0.9%
SMALLEST VALUES
9.65
3
<0.1%
10.21
1
<0.1%
10.26
15
0.1%
10.29
2
<0.1%
10.54
5
<0.1%
10.61
3
<0.1%
10.95
10
<0.1%
11.58
2
<0.1%
12.04
9
<0.1%
12.48
3
<0.1%
12.67
6
<0.1%
12.8
13
<0.1%
13.04
15
0.1%
13.09
1
<0.1%
13.15
15
0.1%
LARGEST VALUES
70.6
10
<0.1%
69.79
88
0.7%
69.54
56
0.4%
68.99
19
0.1%
68.5
26
0.2%
67.47
14
0.1%
67.45
7
<0.1%
66.55
8
<0.1%
66.48
35
0.3%
65.51
23
0.2%
63.54
62
0.5%
63.27
221
1.7%
63.26
17
0.1%
63.18
8
<0.1%
63.1
39
0.3%
Average of Feb-15
MISSING:
12
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-14
0.98
Average of Jan-15
0.98
Average of Mar-14
0.98
Average of Jan-18
0.98
Average of Mar-15
0.97
Average of Feb-16
0.97
Average of Feb-14
0.97
Average of Mar-13
0.97
Average of Jan-16
0.96
Average of Dec-17
0.95
Average of Feb-13
0.95
Average of Nov-14
0.94
Average of Nov-18
0.94
Average of Oct-15
0.94

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.97
Division
0.91
Region
0.87
patient_race
0.29
payer_type
0.20
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
63.83
221
1.7%
21.0
200
1.5%
64.46
167
1.3%
38.23
164
1.2%
18.0
158
1.2%
20.97
155
1.2%
13.79
150
1.1%
15.97
144
1.1%
51.89
121
0.9%
11.58
119
0.9%
19.78
118
0.9%
62.34
116
0.9%
12.32
114
0.9%
20.84
109
0.8%
63.86
107
0.8%
SMALLEST VALUES
0.39
15
0.1%
0.67
10
<0.1%
1.34
3
<0.1%
1.39
5
<0.1%
2.1
1
<0.1%
2.19
2
<0.1%
2.55
3
<0.1%
2.88
3
<0.1%
3.15
2
<0.1%
3.2
15
0.1%
3.42
9
<0.1%
4.11
15
0.1%
4.29
13
<0.1%
5.3
6
<0.1%
5.36
1
<0.1%
LARGEST VALUES
72.17
10
<0.1%
69.13
14
0.1%
66.54
88
0.7%
66.34
56
0.4%
65.75
19
0.1%
64.71
94
0.7%
64.65
37
0.3%
64.59
61
0.5%
64.5
64
0.5%
64.46
167
1.3%
64.45
26
0.2%
64.08
8
<0.1%
63.98
17
0.1%
63.9
39
0.3%
63.86
107
0.8%
Average of Mar-15
MISSING:
12
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-14
0.99
Average of Jan-15
0.98
Average of Feb-15
0.97
Average of Feb-16
0.97
Average of Mar-17
0.97
Average of Feb-14
0.97
Average of Oct-15
0.96
Average of Feb-13
0.96
Average of Dec-17
0.96
Average of Jan-16
0.96
Average of Jan-18
0.96
Average of Jan-14
0.96
Average of Mar-13
0.96
Average of Nov-17
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.86
Region
0.83
patient_race
0.27
payer_type
0.20
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
67.72
221
1.7%
34.43
196
1.5%
34.39
171
1.3%
68.22
167
1.3%
53.8
164
1.2%
37.98
158
1.2%
35.15
144
1.1%
31.28
127
1.0%
61.35
123
0.9%
33.79
118
0.9%
33.42
117
0.9%
66.24
116
0.9%
34.33
109
0.8%
67.75
107
0.8%
30.33
106
0.8%
SMALLEST VALUES
21.48
2
<0.1%
21.67
3
<0.1%
22.14
2
<0.1%
22.15
9
<0.1%
22.23
4
<0.1%
22.79
18
0.1%
23.24
6
<0.1%
23.33
6
<0.1%
23.35
3
<0.1%
23.68
15
0.1%
24.0
3
<0.1%
24.11
3
<0.1%
24.45
7
<0.1%
24.67
3
<0.1%
24.77
9
<0.1%
LARGEST VALUES
75.84
88
0.7%
75.57
56
0.4%
75.52
19
0.1%
74.47
7
<0.1%
74.09
26
0.2%
73.59
8
<0.1%
73.58
35
0.3%
73.22
23
0.2%
72.72
21
0.2%
72.44
30
0.2%
72.01
22
0.2%
71.56
10
<0.1%
71.37
29
0.2%
70.96
27
0.2%
70.94
15
0.1%
Average of Apr-15
MISSING:
28
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-16
0.98
Average of Apr-14
0.98
Average of Feb-17
0.97
Average of Apr-16
0.97
Average of Oct-16
0.97
Average of May-14
0.97
Average of Apr-17
0.96
Average of Oct-18
0.96
Average of Oct-13
0.96
Average of Apr-13
0.95
Average of Sep-14
0.95
Average of Mar-18
0.95
Average of Sep-13
0.95
Average of May-17
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.90
Division
0.74
Region
0.70
patient_race
0.22
payer_type
0.19
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
64.39
221
1.7%
50.57
183
1.4%
66.05
167
1.3%
63.12
164
1.2%
52.31
158
1.2%
50.56
152
1.2%
48.74
146
1.1%
51.06
144
1.1%
63.5
127
1.0%
71.9
121
0.9%
46.69
119
0.9%
50.08
118
0.9%
50.51
112
0.9%
53.22
111
0.8%
64.46
107
0.8%
SMALLEST VALUES
38.37
3
<0.1%
38.62
7
<0.1%
38.78
15
0.1%
39.0
9
<0.1%
39.59
22
0.2%
39.77
3
<0.1%
40.1
15
0.1%
40.12
2
<0.1%
40.68
3
<0.1%
40.86
18
0.1%
41.03
1
<0.1%
41.1
1
<0.1%
41.38
9
<0.1%
41.55
2
<0.1%
41.57
1
<0.1%
LARGEST VALUES
79.59
88
0.7%
79.43
26
0.2%
79.23
56
0.4%
79.16
19
0.1%
78.89
7
<0.1%
78.08
8
<0.1%
77.77
23
0.2%
77.59
21
0.2%
77.45
35
0.3%
76.89
30
0.2%
76.67
22
0.2%
76.58
29
0.2%
76.55
15
0.1%
76.53
27
0.2%
76.5
34
0.3%
Average of May-15
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Sep-16
0.91
Average of May-16
0.90
Average of Sep-18
0.89
Average of May-18
0.89
Average of Aug-16
0.89
Average of Jun-14
0.88
Average of Apr-17
0.88
Average of May-17
0.87
Average of Jul-15
0.86
Average of Aug-18
0.85
Average of May-14
0.85
Average of May-13
0.84
Average of Jun-13
0.84
Average of Jul-16
0.84

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.92
Division
0.74
Region
0.72
payer_type
0.16
patient_race
0.16
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
66.79
224
1.7%
62.56
222
1.7%
61.63
185
1.4%
65.43
181
1.4%
63.42
166
1.3%
52.76
162
1.2%
66.82
152
1.2%
62.48
144
1.1%
76.12
143
1.1%
62.42
124
0.9%
65.92
118
0.9%
59.68
117
0.9%
70.28
115
0.9%
64.87
113
0.9%
66.72
109
0.8%
SMALLEST VALUES
44.95
22
0.2%
46.88
1
<0.1%
47.78
7
<0.1%
47.82
1
<0.1%
47.91
7
<0.1%
47.95
3
<0.1%
48.75
1
<0.1%
48.83
7
<0.1%
49.91
3
<0.1%
49.95
5
<0.1%
50.12
1
<0.1%
50.22
5
<0.1%
50.44
3
<0.1%
50.6
29
0.2%
50.69
15
0.1%
LARGEST VALUES
80.9
26
0.2%
79.75
88
0.7%
79.45
7
<0.1%
79.44
56
0.4%
79.26
19
0.1%
79.25
30
0.2%
78.92
22
0.2%
78.84
21
0.2%
78.77
54
0.4%
78.75
29
0.2%
78.67
8
<0.1%
78.63
23
0.2%
78.48
27
0.2%
78.46
19
0.1%
78.24
20
0.2%
Average of Jun-15
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jul-15
0.96
Average of Jun-16
0.95
Average of Jun-13
0.95
Average of Aug-17
0.95
Average of Jul-17
0.94
Average of Jun-17
0.94
Average of Aug-14
0.94
Average of Aug-13
0.94
Average of Jun-14
0.93
Average of Jul-14
0.93
Average of Jun-18
0.92
Average of Jul-16
0.92
Average of May-17
0.92
Average of Jul-18
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.89
Division
0.73
Region
0.71
payer_type
0.19
patient_race
0.14
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
69.66
222
1.7%
69.82
188
1.4%
74.13
167
1.3%
77.72
164
1.2%
70.04
161
1.2%
71.25
153
1.2%
69.84
152
1.2%
68.73
144
1.1%
66.5
128
1.0%
69.9
126
1.0%
64.53
121
0.9%
81.3
121
0.9%
66.07
119
0.9%
69.54
118
0.9%
66.04
117
0.9%
SMALLEST VALUES
55.88
7
<0.1%
56.9
3
<0.1%
58.79
9
<0.1%
59.11
15
0.1%
59.42
3
<0.1%
59.56
22
0.2%
59.94
2
<0.1%
60.32
18
0.1%
60.58
1
<0.1%
60.71
15
0.1%
61.1
3
<0.1%
61.25
3
<0.1%
61.43
6
<0.1%
61.69
7
<0.1%
61.8
5
<0.1%
LARGEST VALUES
92.34
5
<0.1%
91.37
41
0.3%
90.9
46
0.3%
90.52
50
0.4%
90.46
18
0.1%
89.73
12
<0.1%
89.48
61
0.5%
86.6
58
0.4%
85.08
13
<0.1%
84.41
32
0.2%
84.18
26
0.2%
83.52
7
<0.1%
83.4
3
<0.1%
82.86
88
0.7%
82.69
27
0.2%
Average of Jul-15
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jun-15
0.96
Average of Jun-13
0.95
Average of Aug-14
0.94
Average of Jul-16
0.94
Average of Jun-16
0.94
Average of Aug-13
0.94
Average of Jun-14
0.93
Average of Jul-18
0.93
Average of Jul-17
0.93
Average of Jun-17
0.93
Average of Aug-15
0.92
Average of Jul-14
0.92
Average of Aug-18
0.92
Average of Jun-18
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.89
Division
0.73
Region
0.69
payer_type
0.18
patient_race
0.15
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
69.92
247
1.9%
72.21
221
1.7%
76.01
183
1.4%
73.48
168
1.3%
76.21
167
1.3%
75.11
163
1.2%
72.82
158
1.2%
76.02
152
1.2%
70.75
146
1.1%
76.16
126
1.0%
85.22
121
0.9%
72.59
119
0.9%
75.48
118
0.9%
79.83
115
0.9%
80.98
114
0.9%
SMALLEST VALUES
58.11
7
<0.1%
60.53
22
0.2%
62.86
10
<0.1%
62.88
34
0.3%
63.01
1
<0.1%
63.02
7
<0.1%
64.45
3
<0.1%
64.57
10
<0.1%
64.94
1
<0.1%
64.99
1
<0.1%
65.33
1
<0.1%
65.35
11
<0.1%
65.53
5
<0.1%
65.72
1
<0.1%
65.95
9
<0.1%
LARGEST VALUES
92.89
46
0.3%
92.28
5
<0.1%
92.22
50
0.4%
91.19
12
<0.1%
90.94
102
0.8%
86.94
40
0.3%
86.84
73
0.6%
86.73
58
0.4%
85.84
55
0.4%
85.61
85
0.6%
85.57
8
<0.1%
85.51
21
0.2%
85.31
31
0.2%
85.25
8
<0.1%
85.23
6
<0.1%
Average of Aug-15
MISSING:
22
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jul-14
0.96
Average of Jul-18
0.95
Average of Aug-17
0.95
Average of Aug-18
0.94
Average of Sep-14
0.94
Average of Aug-14
0.93
Average of Sep-15
0.93
Average of Sep-13
0.93
Average of Aug-13
0.93
Average of Sep-17
0.92
Average of Jul-15
0.92
Average of Jun-13
0.91
Average of Jul-17
0.91
Average of May-14
0.91

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.79
Division
0.63
Region
0.58
patient_race
0.19
payer_type
0.16
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
75.35
339
2.6%
77.47
221
1.7%
81.66
171
1.3%
69.44
162
1.2%
74.11
158
1.2%
71.54
144
1.1%
73.75
133
1.0%
84.29
133
1.0%
70.83
132
1.0%
69.94
122
0.9%
70.53
121
0.9%
69.0
119
0.9%
74.45
118
0.9%
73.83
116
0.9%
76.43
116
0.9%
SMALLEST VALUES
56.37
7
<0.1%
61.33
22
0.2%
62.69
3
<0.1%
62.94
1
<0.1%
62.98
15
0.1%
63.04
3
<0.1%
63.14
3
<0.1%
63.44
1
<0.1%
63.64
7
<0.1%
63.65
7
<0.1%
64.38
9
<0.1%
64.55
11
<0.1%
65.01
42
0.3%
65.03
28
0.2%
65.1
6
<0.1%
LARGEST VALUES
95.26
46
0.3%
95.19
5
<0.1%
94.24
50
0.4%
93.61
12
<0.1%
93.18
61
0.5%
92.56
41
0.3%
91.39
58
0.4%
87.39
13
<0.1%
86.69
40
0.3%
86.61
73
0.6%
86.11
9
<0.1%
86.0
30
0.2%
85.91
54
0.4%
85.89
68
0.5%
85.57
3
<0.1%
Average of Sep-15
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Sep-17
0.95
Average of Aug-15
0.93
Average of Sep-14
0.93
Average of Oct-16
0.93
Average of May-13
0.93
Average of May-14
0.93
Average of Sep-13
0.92
Average of Sep-16
0.91
Average of Aug-18
0.91
Average of Jul-18
0.90
Average of Aug-14
0.90
Average of Oct-17
0.89
Average of Apr-17
0.89
Average of Aug-17
0.89

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.89
Division
0.57
Region
0.53
patient_race
0.22
payer_type
0.18
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
76.77
257
2.0%
71.18
183
1.4%
71.57
178
1.4%
71.74
170
1.3%
79.56
167
1.3%
71.2
152
1.2%
76.93
149
1.1%
69.84
144
1.1%
79.9
121
0.9%
67.3
119
0.9%
70.01
118
0.9%
67.72
117
0.9%
77.12
116
0.9%
71.07
109
0.8%
69.46
108
0.8%
SMALLEST VALUES
46.96
7
<0.1%
54.32
9
<0.1%
55.71
11
<0.1%
55.93
28
0.2%
56.03
42
0.3%
56.15
7
<0.1%
56.45
22
0.2%
56.54
33
0.3%
56.58
23
0.2%
56.97
8
<0.1%
57.46
1
<0.1%
57.52
15
0.1%
57.56
5
<0.1%
57.66
7
<0.1%
57.68
12
<0.1%
LARGEST VALUES
98.95
46
0.3%
95.71
50
0.4%
89.28
5
<0.1%
89.02
61
0.5%
87.05
12
<0.1%
86.68
20
0.2%
86.44
41
0.3%
86.25
16
0.1%
85.99
58
0.4%
85.6
7
<0.1%
83.38
7
<0.1%
83.19
88
0.7%
83.02
56
0.4%
82.99
19
0.1%
82.7
54
0.4%
Average of Oct-15
MISSING:
16
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Nov-16
0.98
Average of Nov-17
0.98
Average of Oct-14
0.97
Average of Feb-16
0.97
Average of Mar-17
0.97
Average of Mar-18
0.97
Average of Feb-13
0.96
Average of Mar-15
0.96
Average of Nov-13
0.96
Average of Mar-14
0.96
Average of Jan-16
0.96
Average of Dec-17
0.96
Average of Mar-13
0.96
Average of Dec-14
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.92
Division
0.77
Region
0.71
patient_race
0.27
payer_type
0.18
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
74.5
221
1.7%
56.56
192
1.5%
54.69
185
1.4%
61.83
182
1.4%
75.72
167
1.3%
54.72
152
1.2%
54.75
150
1.1%
53.41
123
0.9%
73.49
121
0.9%
74.59
120
0.9%
52.2
119
0.9%
53.43
119
0.9%
50.96
117
0.9%
74.09
116
0.9%
74.62
115
0.9%
SMALLEST VALUES
41.01
7
<0.1%
43.29
2
<0.1%
43.85
15
0.1%
44.12
3
<0.1%
44.25
3
<0.1%
44.59
1
<0.1%
44.9
18
0.1%
45.3
3
<0.1%
46.18
9
<0.1%
46.29
3
<0.1%
46.3
9
<0.1%
46.59
15
0.1%
46.6
2
<0.1%
46.64
11
<0.1%
46.66
4
<0.1%
LARGEST VALUES
82.79
11
<0.1%
81.94
10
<0.1%
80.48
7
<0.1%
80.39
88
0.7%
80.32
19
0.1%
80.27
56
0.4%
78.93
8
<0.1%
78.76
58
0.4%
77.94
20
0.2%
77.6
21
0.2%
77.56
16
0.1%
77.54
5
<0.1%
77.53
54
0.4%
77.1
7
<0.1%
77.06
46
0.3%
Average of Nov-15
MISSING:
16
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Dec-15
0.97
Average of Oct-13
0.97
Average of Jan-17
0.96
Average of Oct-18
0.96
Average of Dec-16
0.95
Average of Oct-17
0.95
Average of Jan-13
0.95
Average of Dec-18
0.94
Average of Apr-17
0.94
Average of Mar-16
0.94
Average of Dec-14
0.93
Average of Apr-15
0.93
Average of Feb-17
0.93
Average of Nov-16
0.93

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.90
Division
0.70
Region
0.60
patient_race
0.24
payer_type
0.18
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
63.48
221
1.7%
48.95
193
1.5%
63.01
167
1.3%
47.27
158
1.2%
48.96
152
1.2%
43.77
147
1.1%
44.67
144
1.1%
63.61
121
0.9%
43.99
119
0.9%
48.15
118
0.9%
43.61
117
0.9%
61.48
116
0.9%
55.1
115
0.9%
48.87
109
0.8%
48.73
108
0.8%
SMALLEST VALUES
26.88
7
<0.1%
27.28
1
<0.1%
28.63
10
<0.1%
28.76
11
<0.1%
30.15
22
0.2%
30.19
6
<0.1%
30.47
7
<0.1%
31.1
1
<0.1%
31.56
7
<0.1%
31.65
9
<0.1%
31.69
3
<0.1%
31.81
8
<0.1%
31.99
1
<0.1%
32.22
1
<0.1%
32.26
6
<0.1%
LARGEST VALUES
79.13
88
0.7%
78.72
56
0.4%
78.39
7
<0.1%
78.18
19
0.1%
77.9
8
<0.1%
77.78
35
0.3%
76.96
23
0.2%
75.94
19
0.1%
75.58
21
0.2%
75.33
26
0.2%
75.02
15
0.1%
74.91
30
0.2%
74.87
34
0.3%
74.54
22
0.2%
74.15
28
0.2%
Average of Dec-15
MISSING:
18
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Nov-15
0.97
Average of Jan-17
0.93
Average of Oct-18
0.93
Average of Oct-13
0.93
Average of Jan-13
0.93
Average of Feb-18
0.92
Average of Dec-16
0.92
Average of Apr-17
0.92
Average of Dec-13
0.91
Average of Dec-18
0.91
Average of Oct-17
0.91
Average of Dec-14
0.90
Average of Apr-13
0.90
Average of Mar-16
0.89

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.91
Division
0.76
Region
0.63
patient_race
0.23
payer_type
0.19
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
57.98
221
1.7%
46.47
183
1.4%
56.65
167
1.3%
41.07
158
1.2%
46.43
152
1.2%
39.52
144
1.1%
55.89
128
1.0%
45.55
126
1.0%
59.46
121
0.9%
39.12
119
0.9%
38.31
117
0.9%
54.15
115
0.9%
48.2
114
0.9%
46.33
109
0.8%
57.99
107
0.8%
SMALLEST VALUES
16.14
1
<0.1%
18.52
7
<0.1%
19.44
2
<0.1%
20.09
10
<0.1%
20.59
5
<0.1%
21.03
3
<0.1%
21.14
22
0.2%
21.55
6
<0.1%
21.84
1
<0.1%
22.28
1
<0.1%
22.33
15
0.1%
22.34
1
<0.1%
22.35
1
<0.1%
22.45
7
<0.1%
22.56
5
<0.1%
LARGEST VALUES
77.38
88
0.7%
76.81
56
0.4%
76.34
19
0.1%
75.26
18
0.1%
75.22
35
0.3%
74.95
7
<0.1%
73.84
23
0.2%
73.53
20
0.2%
73.04
16
0.1%
73.03
15
0.1%
72.84
21
0.2%
72.64
30
0.2%
72.6
26
0.2%
72.33
22
0.2%
72.29
7
<0.1%
Average of Jan-16
MISSING:
16
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Nov-18
0.99
Average of Feb-16
0.99
Average of Dec-17
0.98
Average of Nov-14
0.98
Average of Feb-13
0.98
Average of Jan-15
0.98
Average of Dec-14
0.98
Average of Nov-13
0.98
Average of Feb-14
0.98
Average of Jan-14
0.98
Average of Jan-18
0.98
Average of Dec-18
0.98
Average of Mar-13
0.97
Average of Mar-14
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.84
Region
0.77
patient_race
0.29
payer_type
0.19
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
57.69
240
1.8%
30.13
183
1.4%
57.06
167
1.3%
27.05
158
1.2%
30.09
152
1.2%
24.8
144
1.1%
25.77
130
1.0%
51.92
121
0.9%
25.21
119
0.9%
29.8
118
0.9%
22.69
117
0.9%
56.55
116
0.9%
39.15
115
0.9%
46.22
114
0.9%
24.4
112
0.9%
SMALLEST VALUES
9.63
2
<0.1%
9.65
5
<0.1%
10.1
15
0.1%
10.3
10
<0.1%
10.88
3
<0.1%
11.08
15
0.1%
11.28
13
<0.1%
12.46
1
<0.1%
12.99
33
0.3%
13.28
1
<0.1%
13.45
1
<0.1%
13.78
6
<0.1%
14.28
3
<0.1%
14.58
46
0.3%
14.73
22
0.2%
LARGEST VALUES
71.9
10
<0.1%
68.21
14
0.1%
66.91
88
0.7%
66.55
56
0.4%
65.65
19
0.1%
64.16
7
<0.1%
63.98
35
0.3%
63.16
8
<0.1%
62.49
23
0.2%
60.51
21
0.2%
60.42
15
0.1%
60.06
30
0.2%
60.03
22
0.2%
59.84
26
0.2%
59.32
20
0.2%
Average of Feb-16
MISSING:
16
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-16
0.99
Average of Jan-15
0.98
Average of Jan-14
0.98
Average of Dec-17
0.98
Average of Jan-18
0.98
Average of Mar-13
0.98
Average of Mar-14
0.98
Average of Feb-13
0.98
Average of Feb-15
0.97
Average of Nov-17
0.97
Average of Nov-14
0.97
Average of Feb-14
0.97
Average of Nov-18
0.97
Average of Mar-15
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.86
Region
0.79
patient_race
0.29
payer_type
0.19
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
66.53
221
1.7%
35.19
183
1.4%
66.18
167
1.3%
32.42
158
1.2%
35.16
152
1.2%
30.95
144
1.1%
29.24
126
1.0%
29.7
124
0.9%
58.94
121
0.9%
34.24
118
0.9%
28.95
117
0.9%
65.02
116
0.9%
45.83
115
0.9%
35.06
109
0.8%
66.64
107
0.8%
SMALLEST VALUES
14.55
15
0.1%
15.32
3
<0.1%
15.96
10
<0.1%
17.69
5
<0.1%
18.17
1
<0.1%
18.51
13
<0.1%
18.93
2
<0.1%
19.0
1
<0.1%
19.8
3
<0.1%
19.85
15
0.1%
20.28
2
<0.1%
20.42
6
<0.1%
20.94
9
<0.1%
21.06
33
0.3%
21.34
3
<0.1%
LARGEST VALUES
77.7
10
<0.1%
70.62
14
0.1%
67.27
40
0.3%
66.88
61
0.5%
66.76
17
0.1%
66.75
64
0.5%
66.73
37
0.3%
66.68
88
0.7%
66.64
107
0.8%
66.63
8
<0.1%
66.53
221
1.7%
66.44
56
0.4%
66.23
32
0.2%
66.18
167
1.3%
66.17
94
0.7%
Average of Mar-16
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Apr-14
0.99
Average of Feb-17
0.99
Average of Apr-16
0.98
Average of Oct-18
0.98
Average of Apr-15
0.98
Average of Apr-13
0.97
Average of Jan-17
0.97
Average of Oct-14
0.97
Average of Apr-18
0.97
Average of Feb-13
0.97
Average of Mar-18
0.96
Average of Oct-13
0.96
Average of Oct-16
0.96
Average of Jan-13
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.95
Division
0.80
Region
0.75
patient_race
0.25
payer_type
0.21
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
61.89
221
1.7%
46.66
183
1.4%
45.22
177
1.3%
62.99
167
1.3%
46.64
160
1.2%
39.78
147
1.1%
44.09
144
1.1%
65.89
121
0.9%
40.67
119
0.9%
45.55
118
0.9%
41.22
117
0.9%
61.53
116
0.9%
56.02
115
0.9%
46.52
109
0.8%
61.95
107
0.8%
SMALLEST VALUES
29.16
3
<0.1%
30.35
15
0.1%
30.44
3
<0.1%
31.08
9
<0.1%
31.42
22
0.2%
31.72
2
<0.1%
31.96
10
<0.1%
32.12
1
<0.1%
32.22
15
0.1%
32.89
5
<0.1%
33.04
3
<0.1%
33.25
2
<0.1%
33.45
7
<0.1%
33.98
7
<0.1%
34.2
1
<0.1%
LARGEST VALUES
74.82
88
0.7%
74.73
56
0.4%
74.34
19
0.1%
73.32
7
<0.1%
72.84
8
<0.1%
72.48
35
0.3%
71.88
23
0.2%
71.26
21
0.2%
71.21
22
0.2%
71.11
30
0.2%
70.97
26
0.2%
70.75
8
<0.1%
70.74
15
0.1%
70.49
34
0.3%
70.09
29
0.2%
Average of Apr-16
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-16
0.98
Average of Apr-14
0.98
Average of Apr-15
0.97
Average of Mar-18
0.97
Average of Feb-17
0.97
Average of Mar-17
0.97
Average of Oct-14
0.96
Average of Feb-13
0.96
Average of Apr-18
0.96
Average of Apr-13
0.96
Average of Oct-18
0.96
Average of Oct-16
0.95
Average of Oct-15
0.95
Average of Sep-14
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.95
Division
0.81
Region
0.77
patient_race
0.24
payer_type
0.21
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
64.86
221
1.7%
51.34
188
1.4%
51.35
183
1.4%
66.46
167
1.3%
49.97
158
1.2%
49.17
144
1.1%
69.98
121
0.9%
44.7
119
0.9%
44.08
118
0.9%
50.29
118
0.9%
46.32
117
0.9%
64.57
116
0.9%
62.74
115
0.9%
64.95
115
0.9%
61.29
115
0.9%
SMALLEST VALUES
35.26
3
<0.1%
36.1
9
<0.1%
36.2
15
0.1%
36.34
3
<0.1%
36.91
2
<0.1%
37.57
15
0.1%
38.38
2
<0.1%
38.43
5
<0.1%
38.46
22
0.2%
38.54
1
<0.1%
38.72
10
<0.1%
38.97
3
<0.1%
39.72
19
0.1%
39.96
9
<0.1%
40.13
6
<0.1%
LARGEST VALUES
76.57
88
0.7%
76.01
56
0.4%
75.52
7
<0.1%
75.33
19
0.1%
74.88
10
<0.1%
74.8
8
<0.1%
74.59
54
0.4%
74.15
8
<0.1%
74.13
23
0.2%
73.84
7
<0.1%
73.74
35
0.3%
73.46
30
0.2%
73.41
29
0.2%
73.15
22
0.2%
73.06
21
0.2%
Average of May-16
MISSING:
19
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of May-17
0.97
Average of Sep-17
0.95
Average of May-14
0.94
Average of Sep-16
0.94
Average of Apr-15
0.94
Average of Aug-14
0.94
Average of May-13
0.94
Average of Sep-13
0.93
Average of Apr-17
0.93
Average of Aug-17
0.93
Average of Oct-16
0.92
Average of Sep-18
0.92
Average of Oct-13
0.91
Average of Jun-15
0.91

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.86
Division
0.66
Region
0.63
patient_race
0.17
payer_type
0.16
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
60.54
235
1.8%
62.63
221
1.7%
65.66
167
1.3%
60.55
161
1.2%
61.86
158
1.2%
60.19
146
1.1%
59.14
133
1.0%
75.39
126
1.0%
58.0
120
0.9%
60.48
119
0.9%
59.92
118
0.9%
58.38
117
0.9%
58.01
117
0.9%
63.7
116
0.9%
68.1
115
0.9%
SMALLEST VALUES
45.33
22
0.2%
47.74
1
<0.1%
48.41
3
<0.1%
48.5
7
<0.1%
48.71
7
<0.1%
49.12
1
<0.1%
50.13
7
<0.1%
50.37
11
<0.1%
50.61
3
<0.1%
50.79
10
<0.1%
50.89
1
<0.1%
51.16
5
<0.1%
51.24
2
<0.1%
51.26
20
0.2%
51.34
5
<0.1%
LARGEST VALUES
79.61
54
0.4%
79.49
88
0.7%
79.31
7
<0.1%
79.11
56
0.4%
78.82
7
<0.1%
78.79
19
0.1%
78.47
46
0.3%
78.32
13
<0.1%
77.79
23
0.2%
77.78
5
<0.1%
77.73
22
0.2%
77.68
21
0.2%
77.65
34
0.3%
77.61
29
0.2%
77.35
8
<0.1%
Average of Jun-16
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jun-17
0.97
Average of Jun-13
0.96
Average of Jun-14
0.96
Average of Jul-16
0.96
Average of Jun-18
0.96
Average of Jun-15
0.95
Average of Aug-13
0.94
Average of Aug-14
0.94
Average of Jul-17
0.94
Average of Jul-15
0.94
Average of Jul-18
0.93
Average of Sep-18
0.93
Average of Aug-18
0.93
Average of Sep-16
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.88
Division
0.64
Region
0.60
payer_type
0.17
patient_race
0.15
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
70.45
230
1.7%
72.63
224
1.7%
72.51
188
1.4%
72.67
188
1.4%
74.99
167
1.3%
73.97
158
1.2%
70.84
148
1.1%
82.04
126
1.0%
83.38
122
0.9%
68.82
119
0.9%
69.98
117
0.9%
72.56
116
0.9%
78.32
115
0.9%
68.21
114
0.9%
72.47
111
0.8%
SMALLEST VALUES
55.9
7
<0.1%
58.73
8
<0.1%
59.08
3
<0.1%
59.1
3
<0.1%
59.31
28
0.2%
59.41
42
0.3%
59.64
1
<0.1%
59.66
33
0.3%
60.36
6
<0.1%
60.37
22
0.2%
60.38
9
<0.1%
60.52
14
0.1%
60.74
12
<0.1%
60.78
1
<0.1%
60.88
22
0.2%
LARGEST VALUES
94.29
5
<0.1%
93.22
46
0.3%
92.27
41
0.3%
91.84
50
0.4%
91.25
61
0.5%
91.17
12
<0.1%
88.35
58
0.4%
87.82
68
0.5%
86.03
13
<0.1%
84.55
30
0.2%
83.71
7
<0.1%
83.7
42
0.3%
83.38
122
0.9%
83.26
19
0.1%
83.18
54
0.4%
Average of Jul-16
MISSING:
16
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jun-13
0.96
Average of Jun-14
0.96
Average of Jun-16
0.96
Average of Aug-18
0.95
Average of Jun-17
0.95
Average of Jun-18
0.95
Average of Aug-16
0.94
Average of Jul-15
0.94
Average of Jul-18
0.94
Average of Jul-17
0.93
Average of Aug-13
0.92
Average of Jun-15
0.92
Average of Sep-18
0.92
Average of Jul-13
0.91

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.78
Division
0.61
Region
0.55
patient_race
0.13
payer_type
0.13
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
73.09
221
1.7%
75.18
214
1.6%
78.01
193
1.5%
77.18
183
1.4%
77.15
158
1.2%
77.19
152
1.2%
72.17
148
1.1%
77.11
136
1.0%
72.01
134
1.0%
93.51
129
1.0%
86.22
121
0.9%
74.06
119
0.9%
76.48
118
0.9%
73.86
117
0.9%
75.23
116
0.9%
SMALLEST VALUES
60.4
7
<0.1%
62.15
28
0.2%
62.21
8
<0.1%
62.29
42
0.3%
62.7
33
0.3%
63.1
6
<0.1%
63.35
22
0.2%
63.44
10
<0.1%
63.48
7
<0.1%
63.57
14
0.1%
63.87
1
<0.1%
63.91
12
<0.1%
63.93
13
<0.1%
64.13
9
<0.1%
64.38
14
0.1%
LARGEST VALUES
95.63
5
<0.1%
94.8
41
0.3%
94.43
58
0.4%
93.51
129
1.0%
91.6
50
0.4%
91.14
58
0.4%
90.42
3
<0.1%
89.85
30
0.2%
89.27
13
<0.1%
89.0
7
<0.1%
88.64
7
<0.1%
88.11
19
0.1%
87.77
1
<0.1%
87.34
54
0.4%
87.24
5
<0.1%
Average of Aug-16
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jul-16
0.94
Average of Jun-14
0.93
Average of Aug-18
0.93
Average of Jun-17
0.92
Average of Jun-16
0.91
Average of Jul-15
0.91
Average of Jun-13
0.91
Average of Sep-18
0.90
Average of Jul-13
0.90
Average of Sep-16
0.90
Average of Jul-17
0.89
Average of Jul-18
0.89
Average of Jun-15
0.89
Average of Jun-18
0.89

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.82
Division
0.62
Region
0.60
payer_type
0.15
patient_race
0.14
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
71.94
227
1.7%
77.8
225
1.7%
77.65
183
1.4%
77.15
176
1.3%
74.77
170
1.3%
77.67
152
1.2%
75.72
144
1.1%
72.21
134
1.0%
83.8
126
1.0%
76.47
124
0.9%
74.24
119
0.9%
74.21
117
0.9%
74.16
116
0.9%
80.62
115
0.9%
78.24
111
0.8%
SMALLEST VALUES
58.12
7
<0.1%
59.05
22
0.2%
60.29
3
<0.1%
61.22
7
<0.1%
61.34
7
<0.1%
62.44
1
<0.1%
62.71
8
<0.1%
63.24
11
<0.1%
63.46
20
0.2%
63.78
1
<0.1%
63.86
10
<0.1%
63.91
5
<0.1%
64.34
28
0.2%
64.38
42
0.3%
64.47
9
<0.1%
LARGEST VALUES
96.09
18
0.1%
92.9
5
<0.1%
90.92
41
0.3%
89.93
58
0.4%
89.59
58
0.4%
88.89
61
0.5%
88.56
50
0.4%
87.29
32
0.2%
85.71
13
<0.1%
85.61
54
0.4%
85.13
7
<0.1%
84.86
20
0.2%
84.84
1
<0.1%
84.47
34
0.3%
84.43
40
0.3%
Average of Sep-16
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Sep-18
0.97
Average of Apr-17
0.95
Average of Sep-17
0.94
Average of May-14
0.94
Average of May-16
0.94
Average of May-13
0.94
Average of May-17
0.93
Average of Jun-14
0.93
Average of Oct-16
0.93
Average of Aug-14
0.92
Average of Sep-13
0.92
Average of Jun-16
0.92
Average of Aug-18
0.92
Average of Sep-15
0.91

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.92
Division
0.69
Region
0.66
patient_race
0.18
payer_type
0.18
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
70.22
335
2.5%
72.26
238
1.8%
75.27
176
1.3%
71.88
158
1.2%
70.13
144
1.1%
66.6
129
1.0%
65.17
128
1.0%
68.04
123
0.9%
82.57
121
0.9%
68.93
118
0.9%
70.08
116
0.9%
72.93
116
0.9%
81.26
115
0.9%
77.18
115
0.9%
70.72
112
0.9%
SMALLEST VALUES
50.67
7
<0.1%
53.71
9
<0.1%
54.32
8
<0.1%
54.38
22
0.2%
54.91
11
<0.1%
54.92
1
<0.1%
55.24
10
<0.1%
55.47
5
<0.1%
55.67
7
<0.1%
56.08
1
<0.1%
56.1
3
<0.1%
56.17
28
0.2%
56.25
42
0.3%
56.3
7
<0.1%
56.35
11
<0.1%
LARGEST VALUES
85.49
46
0.3%
84.24
12
<0.1%
84.15
5
<0.1%
84.08
50
0.4%
83.94
54
0.4%
83.8
7
<0.1%
83.76
61
0.5%
83.47
13
<0.1%
83.45
7
<0.1%
83.11
1
<0.1%
83.09
88
0.7%
83.0
23
0.2%
82.91
21
0.2%
82.78
19
0.1%
82.73
5
<0.1%
Average of Oct-16
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Apr-15
0.97
Average of Apr-14
0.97
Average of Feb-17
0.97
Average of May-14
0.97
Average of Apr-17
0.96
Average of Mar-16
0.96
Average of Sep-13
0.96
Average of Sep-14
0.96
Average of Oct-13
0.96
Average of Nov-16
0.95
Average of Sep-17
0.95
Average of Oct-18
0.95
Average of May-13
0.95
Average of Apr-16
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.93
Division
0.73
Region
0.69
patient_race
0.23
payer_type
0.19
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
69.56
221
1.7%
54.34
216
1.6%
56.63
202
1.5%
58.93
194
1.5%
56.93
183
1.4%
57.71
173
1.3%
71.35
167
1.3%
56.95
152
1.2%
75.58
121
0.9%
55.55
118
0.9%
55.51
117
0.9%
71.65
116
0.9%
69.03
116
0.9%
66.27
115
0.9%
69.68
111
0.8%
SMALLEST VALUES
37.08
7
<0.1%
43.71
9
<0.1%
44.78
1
<0.1%
44.97
5
<0.1%
45.24
2
<0.1%
45.45
15
0.1%
45.61
5
<0.1%
45.82
1
<0.1%
45.83
3
<0.1%
45.97
3
<0.1%
45.99
10
<0.1%
46.0
8
<0.1%
46.32
15
0.1%
46.44
13
<0.1%
46.54
11
<0.1%
LARGEST VALUES
79.63
88
0.7%
79.33
7
<0.1%
79.13
56
0.4%
78.97
8
<0.1%
78.47
46
0.3%
78.33
19
0.1%
78.03
23
0.2%
77.98
10
<0.1%
77.89
12
<0.1%
77.78
35
0.3%
77.48
61
0.5%
77.47
50
0.4%
77.39
54
0.4%
77.11
15
0.1%
77.02
5
<0.1%
Average of Nov-16
MISSING:
3
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Oct-15
0.98
Average of Nov-17
0.97
Average of Oct-14
0.97
Average of Dec-18
0.97
Average of Mar-18
0.96
Average of Feb-17
0.96
Average of Feb-13
0.96
Average of Mar-16
0.96
Average of Nov-13
0.96
Average of Mar-17
0.96
Average of Dec-14
0.95
Average of Oct-16
0.95
Average of Jan-13
0.95
Average of Jan-17
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.93
Division
0.77
Region
0.69
patient_race
0.27
payer_type
0.18
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
66.85
221
1.7%
45.87
183
1.4%
46.26
176
1.3%
45.83
173
1.3%
66.53
167
1.3%
46.85
163
1.2%
48.6
158
1.2%
67.2
140
1.1%
44.51
119
0.9%
45.48
118
0.9%
45.74
117
0.9%
64.92
116
0.9%
55.76
116
0.9%
45.79
109
0.8%
66.84
107
0.8%
SMALLEST VALUES
25.95
7
<0.1%
33.66
1
<0.1%
35.62
3
<0.1%
36.46
7
<0.1%
36.68
22
0.2%
37.51
2
<0.1%
37.84
7
<0.1%
38.04
9
<0.1%
38.15
10
<0.1%
38.29
15
0.1%
38.48
1
<0.1%
38.49
12
<0.1%
38.52
3
<0.1%
38.67
6
<0.1%
38.68
18
0.1%
LARGEST VALUES
75.55
10
<0.1%
73.77
88
0.7%
73.39
56
0.4%
72.83
54
0.4%
72.58
19
0.1%
71.94
7
<0.1%
71.84
7
<0.1%
71.57
8
<0.1%
71.41
35
0.3%
70.76
13
<0.1%
70.49
14
0.1%
70.43
23
0.2%
69.37
21
0.2%
69.32
15
0.1%
69.17
30
0.2%
Average of Dec-16
MISSING:
13
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-13
0.99
Average of Jan-17
0.99
Average of Dec-18
0.99
Average of Dec-14
0.99
Average of Dec-13
0.98
Average of Nov-18
0.98
Average of Nov-13
0.98
Average of Oct-18
0.98
Average of Feb-18
0.97
Average of Feb-13
0.97
Average of Dec-17
0.97
Average of Nov-17
0.97
Average of Jan-16
0.97
Average of Nov-14
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.80
Region
0.73
patient_race
0.27
payer_type
0.20
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
58.29
328
2.5%
35.57
183
1.4%
57.9
167
1.3%
27.05
158
1.2%
29.31
155
1.2%
35.54
154
1.2%
25.45
144
1.1%
24.26
141
1.1%
28.34
135
1.0%
55.52
134
1.0%
58.23
121
0.9%
27.59
119
0.9%
34.5
118
0.9%
57.27
116
0.9%
45.25
115
0.9%
SMALLEST VALUES
9.87
1
<0.1%
11.72
2
<0.1%
12.1
5
<0.1%
13.05
3
<0.1%
13.11
3
<0.1%
13.34
1
<0.1%
13.37
15
0.1%
13.38
10
<0.1%
13.56
15
0.1%
14.32
1
<0.1%
14.41
1
<0.1%
14.57
13
<0.1%
14.71
1
<0.1%
14.77
1
<0.1%
14.96
1
<0.1%
LARGEST VALUES
75.63
88
0.7%
75.0
56
0.4%
73.82
19
0.1%
73.62
35
0.3%
73.27
7
<0.1%
73.14
8
<0.1%
72.77
10
<0.1%
71.81
23
0.2%
69.88
21
0.2%
69.55
15
0.1%
69.43
22
0.2%
69.41
26
0.2%
69.36
30
0.2%
68.59
14
0.1%
68.32
34
0.3%
Average of Jan-17
MISSING:
9
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Dec-16
0.99
Average of Jan-13
0.99
Average of Oct-18
0.98
Average of Dec-18
0.98
Average of Feb-17
0.98
Average of Feb-18
0.98
Average of Dec-14
0.98
Average of Mar-16
0.97
Average of Dec-13
0.97
Average of Feb-13
0.97
Average of Oct-13
0.96
Average of Apr-14
0.96
Average of Apr-13
0.96
Average of Nov-17
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.95
Division
0.80
Region
0.72
patient_race
0.26
payer_type
0.20
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
30.35
254
1.9%
56.08
221
1.7%
35.47
183
1.4%
55.63
174
1.3%
35.45
152
1.2%
29.07
144
1.1%
59.44
121
0.9%
29.41
119
0.9%
34.72
118
0.9%
27.01
117
0.9%
55.04
116
0.9%
35.37
115
0.9%
48.64
115
0.9%
57.85
109
0.8%
56.12
107
0.8%
SMALLEST VALUES
10.25
1
<0.1%
10.41
1
<0.1%
10.48
2
<0.1%
10.92
5
<0.1%
11.27
1
<0.1%
11.46
10
<0.1%
11.7
15
0.1%
11.76
15
0.1%
12.2
13
<0.1%
12.71
1
<0.1%
13.05
3
<0.1%
13.11
1
<0.1%
13.25
3
<0.1%
14.0
10
<0.1%
14.09
6
<0.1%
LARGEST VALUES
71.95
10
<0.1%
69.92
88
0.7%
69.36
56
0.4%
68.41
19
0.1%
67.67
7
<0.1%
67.52
35
0.3%
67.2
8
<0.1%
66.92
14
0.1%
66.26
23
0.2%
65.23
21
0.2%
64.33
29
0.2%
64.18
34
0.3%
64.13
26
0.2%
63.68
43
0.3%
63.64
19
0.1%
Average of Feb-17
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-16
0.99
Average of Apr-14
0.98
Average of Jan-17
0.98
Average of Oct-18
0.98
Average of Mar-18
0.97
Average of Apr-15
0.97
Average of Mar-17
0.97
Average of Oct-16
0.97
Average of Apr-16
0.97
Average of Oct-14
0.97
Average of Feb-13
0.97
Average of Nov-17
0.97
Average of Nov-16
0.96
Average of Jan-13
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.81
Region
0.76
patient_race
0.25
payer_type
0.19
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
57.88
221
1.7%
38.05
183
1.4%
58.55
167
1.3%
37.99
164
1.2%
39.61
158
1.2%
37.82
153
1.2%
65.98
121
0.9%
41.03
121
0.9%
34.79
119
0.9%
37.03
118
0.9%
35.54
117
0.9%
57.27
116
0.9%
51.79
115
0.9%
37.89
109
0.8%
57.92
107
0.8%
SMALLEST VALUES
17.49
2
<0.1%
18.09
5
<0.1%
19.37
15
0.1%
19.55
10
<0.1%
19.91
3
<0.1%
21.12
1
<0.1%
21.51
13
<0.1%
21.53
15
0.1%
21.56
7
<0.1%
22.06
1
<0.1%
22.19
3
<0.1%
23.17
1
<0.1%
23.7
9
<0.1%
24.08
9
<0.1%
24.58
1
<0.1%
LARGEST VALUES
72.4
88
0.7%
71.83
56
0.4%
71.79
10
<0.1%
71.37
19
0.1%
69.94
35
0.3%
69.6
7
<0.1%
69.3
54
0.4%
69.0
8
<0.1%
68.5
7
<0.1%
68.36
23
0.2%
67.94
13
<0.1%
67.65
22
0.2%
67.61
14
0.1%
67.52
21
0.2%
67.5
30
0.2%
Average of Mar-17
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-18
0.99
Average of Feb-17
0.97
Average of Mar-14
0.97
Average of Nov-17
0.97
Average of Oct-15
0.97
Average of Apr-16
0.97
Average of Mar-15
0.97
Average of Oct-14
0.97
Average of Apr-18
0.96
Average of Apr-14
0.96
Average of Feb-13
0.96
Average of Mar-16
0.96
Average of Feb-16
0.96
Average of Mar-13
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.97
Division
0.85
Region
0.81
patient_race
0.25
payer_type
0.20
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
37.09
388
2.9%
63.84
221
1.7%
39.73
179
1.4%
65.1
167
1.3%
38.71
144
1.1%
67.99
121
0.9%
34.92
119
0.9%
36.5
118
0.9%
47.96
117
0.9%
36.39
117
0.9%
63.04
116
0.9%
55.02
115
0.9%
38.19
112
0.9%
54.67
110
0.8%
37.02
109
0.8%
SMALLEST VALUES
20.44
7
<0.1%
21.93
2
<0.1%
23.06
3
<0.1%
23.12
2
<0.1%
23.28
15
0.1%
23.5
3
<0.1%
23.86
3
<0.1%
24.16
5
<0.1%
24.39
10
<0.1%
24.85
1
<0.1%
25.09
9
<0.1%
25.27
18
0.1%
25.31
2
<0.1%
25.44
4
<0.1%
25.99
9
<0.1%
LARGEST VALUES
73.78
10
<0.1%
71.97
88
0.7%
71.54
54
0.4%
71.43
56
0.4%
70.85
26
0.2%
70.63
13
<0.1%
69.97
7
<0.1%
69.67
8
<0.1%
69.59
14
0.1%
69.46
46
0.3%
69.39
35
0.3%
68.9
23
0.2%
68.71
8
<0.1%
68.39
3
<0.1%
68.26
21
0.2%
Average of Apr-17
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of May-14
0.97
Average of Oct-16
0.96
Average of Apr-15
0.96
Average of Oct-13
0.96
Average of Apr-14
0.96
Average of Mar-16
0.95
Average of Oct-18
0.95
Average of Sep-16
0.95
Average of Apr-13
0.95
Average of Feb-17
0.95
Average of May-17
0.94
Average of Jan-17
0.94
Average of Nov-15
0.94
Average of Sep-17
0.94

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.92
Division
0.74
Region
0.70
patient_race
0.22
payer_type
0.20
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
65.03
221
1.7%
56.74
183
1.4%
66.87
167
1.3%
54.49
158
1.2%
65.11
154
1.2%
56.75
152
1.2%
53.58
144
1.1%
71.59
121
0.9%
51.77
121
0.9%
55.0
118
0.9%
51.15
117
0.9%
64.82
116
0.9%
65.89
115
0.9%
56.95
114
0.9%
56.56
109
0.8%
SMALLEST VALUES
38.86
22
0.2%
39.3
1
<0.1%
39.42
3
<0.1%
39.65
7
<0.1%
40.09
3
<0.1%
40.12
3
<0.1%
40.61
15
0.1%
41.02
1
<0.1%
41.23
7
<0.1%
41.37
9
<0.1%
41.39
10
<0.1%
41.69
5
<0.1%
41.76
2
<0.1%
41.77
1
<0.1%
41.86
1
<0.1%
LARGEST VALUES
80.7
10
<0.1%
76.85
88
0.7%
76.16
56
0.4%
76.0
7
<0.1%
75.91
19
0.1%
75.35
54
0.4%
75.22
8
<0.1%
74.99
23
0.2%
74.76
30
0.2%
74.6
29
0.2%
74.47
7
<0.1%
74.46
22
0.2%
74.26
34
0.3%
74.17
35
0.3%
74.01
21
0.2%
Average of May-17
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of May-16
0.97
Average of May-14
0.95
Average of Apr-15
0.95
Average of Apr-17
0.94
Average of Sep-17
0.93
Average of Apr-14
0.93
Average of Aug-17
0.93
Average of Sep-16
0.93
Average of May-13
0.93
Average of Sep-13
0.93
Average of Mar-16
0.92
Average of Apr-13
0.92
Average of Oct-16
0.92
Average of Apr-16
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.93
Division
0.76
Region
0.74
payer_type
0.18
patient_race
0.18
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.07
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
59.79
335
2.5%
63.9
221
1.7%
58.85
179
1.4%
67.28
173
1.3%
57.94
165
1.3%
56.57
148
1.1%
63.28
128
1.0%
74.64
125
0.9%
75.64
121
0.9%
64.91
120
0.9%
58.52
118
0.9%
55.75
117
0.9%
55.88
115
0.9%
68.6
115
0.9%
55.8
109
0.8%
SMALLEST VALUES
46.06
22
0.2%
46.38
7
<0.1%
46.72
3
<0.1%
48.67
3
<0.1%
48.7
7
<0.1%
48.81
1
<0.1%
48.89
9
<0.1%
48.93
7
<0.1%
49.37
1
<0.1%
49.83
3
<0.1%
49.92
15
0.1%
50.13
1
<0.1%
50.47
15
0.1%
51.35
1
<0.1%
51.39
10
<0.1%
LARGEST VALUES
82.13
18
0.1%
80.51
88
0.7%
80.42
7
<0.1%
79.82
56
0.4%
79.8
19
0.1%
79.45
26
0.2%
79.38
5
<0.1%
79.28
22
0.2%
79.16
34
0.3%
79.15
23
0.2%
78.99
58
0.4%
78.97
8
<0.1%
78.81
30
0.2%
78.77
21
0.2%
78.75
27
0.2%
Average of Jun-17
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jun-16
0.97
Average of Jun-13
0.97
Average of Jun-14
0.96
Average of Jul-17
0.96
Average of Jul-16
0.95
Average of Jun-15
0.94
Average of Jun-18
0.94
Average of Aug-13
0.94
Average of Aug-18
0.93
Average of Jul-18
0.93
Average of Aug-14
0.93
Average of Jul-15
0.93
Average of Aug-17
0.92
Average of Aug-16
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.86
Division
0.61
Region
0.56
payer_type
0.16
patient_race
0.14
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
68.95
226
1.7%
73.33
204
1.5%
71.34
183
1.4%
73.56
160
1.2%
71.37
152
1.2%
71.75
144
1.1%
68.36
134
1.0%
68.69
131
1.0%
70.07
126
1.0%
69.22
124
0.9%
81.66
121
0.9%
69.56
118
0.9%
68.62
117
0.9%
69.61
117
0.9%
79.71
117
0.9%
SMALLEST VALUES
53.4
7
<0.1%
58.51
22
0.2%
58.62
1
<0.1%
59.02
28
0.2%
59.12
84
0.6%
59.31
8
<0.1%
59.52
3
<0.1%
59.55
3
<0.1%
59.78
6
<0.1%
60.11
26
0.2%
60.18
7
<0.1%
60.2
14
0.1%
60.29
10
<0.1%
60.44
1
<0.1%
60.56
12
<0.1%
LARGEST VALUES
92.76
46
0.3%
92.37
5
<0.1%
92.08
18
0.1%
91.14
50
0.4%
90.78
41
0.3%
90.7
61
0.5%
90.64
12
<0.1%
85.85
58
0.4%
85.22
32
0.2%
84.72
13
<0.1%
84.18
54
0.4%
83.67
7
<0.1%
83.49
42
0.3%
83.32
7
<0.1%
82.89
30
0.2%
Average of Jul-17
MISSING:
31
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jun-17
0.96
Average of Jun-15
0.94
Average of Jul-18
0.94
Average of Jun-16
0.94
Average of Aug-17
0.94
Average of Jun-13
0.93
Average of Jul-14
0.93
Average of Jul-13
0.93
Average of Jul-15
0.93
Average of Aug-13
0.93
Average of Jul-16
0.93
Average of Aug-18
0.92
Average of Aug-14
0.91
Average of Aug-15
0.91

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.75
Division
0.54
Region
0.49
payer_type
0.15
patient_race
0.13
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
76.24
335
2.5%
73.58
222
1.7%
78.55
167
1.3%
75.73
158
1.2%
74.08
155
1.2%
79.12
153
1.2%
75.88
130
1.0%
75.05
121
0.9%
85.04
121
0.9%
78.95
121
0.9%
71.79
119
0.9%
71.89
117
0.9%
81.76
116
0.9%
76.11
109
0.8%
74.89
107
0.8%
SMALLEST VALUES
58.14
7
<0.1%
62.89
3
<0.1%
63.14
6
<0.1%
63.3
42
0.3%
63.32
28
0.2%
63.45
33
0.3%
63.74
10
<0.1%
63.75
3
<0.1%
63.82
22
0.2%
64.11
14
0.1%
64.23
7
<0.1%
64.59
12
<0.1%
64.68
15
0.1%
64.97
13
<0.1%
65.33
3
<0.1%
LARGEST VALUES
106.73
46
0.4%
102.61
50
0.4%
97.37
18
0.1%
97.13
5
<0.1%
96.03
61
0.5%
94.84
41
0.3%
92.96
12
<0.1%
90.61
58
0.4%
90.01
13
<0.1%
89.96
32
0.2%
87.56
11
<0.1%
86.93
54
0.4%
86.82
3
<0.1%
86.41
54
0.4%
86.18
30
0.2%
Average of Aug-17
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jul-14
0.96
Average of Aug-15
0.95
Average of Jun-15
0.95
Average of Aug-14
0.94
Average of Jul-18
0.94
Average of Jul-17
0.94
Average of Sep-14
0.93
Average of May-17
0.93
Average of May-16
0.93
Average of Sep-17
0.92
Average of May-14
0.92
Average of Sep-13
0.92
Average of Jun-17
0.92
Average of Jul-15
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.88
Division
0.71
Region
0.68
patient_race
0.19
payer_type
0.19
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
72.29
335
2.5%
73.62
221
1.7%
72.21
170
1.3%
78.12
167
1.3%
69.98
145
1.1%
68.61
127
1.0%
83.61
121
0.9%
68.44
119
0.9%
71.2
118
0.9%
68.57
117
0.9%
77.1
116
0.9%
75.87
116
0.9%
73.92
113
0.9%
72.17
109
0.8%
72.85
106
0.8%
SMALLEST VALUES
55.43
7
<0.1%
59.4
22
0.2%
59.45
3
<0.1%
60.41
3
<0.1%
60.87
15
0.1%
60.98
1
<0.1%
61.11
3
<0.1%
61.3
7
<0.1%
62.34
1
<0.1%
62.51
9
<0.1%
62.97
7
<0.1%
63.42
1
<0.1%
63.44
13
<0.1%
63.86
2
<0.1%
63.87
15
0.1%
LARGEST VALUES
94.48
5
<0.1%
94.07
18
0.1%
93.15
46
0.3%
92.12
50
0.4%
91.09
12
<0.1%
91.05
41
0.3%
90.63
61
0.5%
89.24
58
0.4%
88.08
32
0.2%
86.32
13
<0.1%
85.88
54
0.4%
85.4
7
<0.1%
84.85
104
0.8%
84.73
7
<0.1%
84.52
3
<0.1%
Average of Sep-17
MISSING:
10
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of May-14
0.96
Average of Oct-16
0.95
Average of May-16
0.95
Average of Sep-13
0.95
Average of May-13
0.95
Average of Sep-15
0.95
Average of Oct-13
0.95
Average of Sep-16
0.94
Average of Sep-14
0.94
Average of Apr-15
0.94
Average of Apr-17
0.94
Average of Apr-14
0.93
Average of May-17
0.93
Average of Aug-14
0.93

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.86
Division
0.61
Region
0.56
patient_race
0.21
payer_type
0.18
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
72.88
221
1.7%
69.37
183
1.4%
75.2
167
1.3%
70.68
158
1.2%
69.38
156
1.2%
74.04
150
1.1%
68.52
144
1.1%
71.05
134
1.0%
73.21
124
0.9%
68.33
124
0.9%
79.6
121
0.9%
69.08
119
0.9%
64.67
119
0.9%
62.93
118
0.9%
66.29
117
0.9%
SMALLEST VALUES
49.35
7
<0.1%
53.71
22
0.2%
53.95
1
<0.1%
54.37
11
<0.1%
55.3
10
<0.1%
55.62
1
<0.1%
55.88
9
<0.1%
56.17
1
<0.1%
56.21
7
<0.1%
56.26
7
<0.1%
56.28
3
<0.1%
56.43
11
<0.1%
56.51
8
<0.1%
56.52
7
<0.1%
56.92
1
<0.1%
LARGEST VALUES
85.72
46
0.3%
85.49
5
<0.1%
84.34
50
0.4%
84.28
12
<0.1%
83.93
61
0.5%
83.45
88
0.7%
83.16
8
<0.1%
82.94
56
0.4%
82.78
19
0.1%
82.62
34
0.3%
82.49
21
0.2%
82.33
35
0.3%
82.29
23
0.2%
82.25
22
0.2%
82.13
54
0.4%
Average of Oct-17
MISSING:
21
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Oct-13
0.96
Average of Oct-18
0.96
Average of Nov-15
0.95
Average of Jan-17
0.95
Average of Dec-16
0.95
Average of Dec-18
0.95
Average of Nov-13
0.94
Average of Nov-16
0.94
Average of Jan-13
0.94
Average of Dec-14
0.94
Average of Oct-14
0.93
Average of Apr-13
0.93
Average of Mar-16
0.93
Average of Oct-16
0.93

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.88
Division
0.64
Region
0.54
patient_race
0.26
payer_type
0.18
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.11
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
73.84
221
1.7%
60.9
187
1.4%
74.23
167
1.3%
58.47
158
1.2%
60.93
152
1.2%
57.33
144
1.1%
56.66
128
1.0%
55.59
125
1.0%
55.27
124
0.9%
71.53
121
0.9%
73.73
119
0.9%
59.81
118
0.9%
72.91
116
0.9%
63.1
115
0.9%
60.8
109
0.8%
SMALLEST VALUES
38.41
7
<0.1%
40.42
10
<0.1%
40.47
1
<0.1%
41.08
9
<0.1%
41.47
22
0.2%
41.83
8
<0.1%
42.28
6
<0.1%
42.71
11
<0.1%
42.75
7
<0.1%
42.98
2
<0.1%
43.78
11
<0.1%
44.12
23
0.2%
44.32
8
<0.1%
44.37
1
<0.1%
44.4
5
<0.1%
LARGEST VALUES
79.56
88
0.7%
79.52
7
<0.1%
78.66
56
0.4%
78.64
15
0.1%
78.48
8
<0.1%
78.24
19
0.1%
78.19
23
0.2%
78.09
35
0.3%
77.84
7
<0.1%
77.51
58
0.4%
77.47
10
<0.1%
77.26
39
0.3%
77.13
34
0.3%
76.78
29
0.2%
76.74
30
0.2%
Average of Nov-17
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Oct-14
0.98
Average of Dec-17
0.98
Average of Oct-15
0.98
Average of Feb-13
0.98
Average of Feb-16
0.97
Average of Nov-16
0.97
Average of Nov-13
0.97
Average of Mar-18
0.97
Average of Jan-16
0.97
Average of Dec-18
0.97
Average of Mar-17
0.97
Average of Mar-13
0.97
Average of Nov-18
0.97
Average of Dec-14
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.95
Division
0.80
Region
0.75
patient_race
0.28
payer_type
0.19
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
68.87
221
1.7%
43.04
183
1.4%
69.59
167
1.3%
40.66
165
1.3%
43.01
152
1.2%
38.91
144
1.1%
54.77
142
1.1%
37.27
128
1.0%
42.89
124
0.9%
38.14
122
0.9%
66.63
121
0.9%
53.63
119
0.9%
41.91
118
0.9%
37.09
117
0.9%
65.49
116
0.9%
SMALLEST VALUES
23.17
15
0.1%
23.22
5
<0.1%
23.26
7
<0.1%
23.28
2
<0.1%
23.44
3
<0.1%
24.08
10
<0.1%
25.64
15
0.1%
26.02
13
<0.1%
27.36
1
<0.1%
28.09
1
<0.1%
28.19
1
<0.1%
28.33
33
0.3%
28.75
1
<0.1%
28.9
3
<0.1%
29.6
6
<0.1%
LARGEST VALUES
75.31
88
0.7%
75.17
10
<0.1%
74.56
56
0.4%
74.02
7
<0.1%
73.93
35
0.3%
73.78
19
0.1%
73.61
8
<0.1%
72.27
23
0.2%
71.17
15
0.1%
70.27
30
0.2%
70.12
21
0.2%
69.88
8
<0.1%
69.82
39
0.3%
69.81
22
0.2%
69.77
54
0.4%
Average of Dec-17
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Nov-18
0.99
Average of Nov-13
0.99
Average of Jan-16
0.98
Average of Jan-15
0.98
Average of Feb-16
0.98
Average of Nov-14
0.98
Average of Dec-18
0.98
Average of Nov-17
0.98
Average of Dec-14
0.98
Average of Jan-18
0.98
Average of Feb-14
0.98
Average of Feb-13
0.97
Average of Jan-14
0.97
Average of Dec-13
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.83
Region
0.77
patient_race
0.30
payer_type
0.21
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.11
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
66.63
221
1.7%
32.71
183
1.4%
65.14
167
1.3%
28.37
158
1.2%
32.7
152
1.2%
27.17
144
1.1%
24.97
127
1.0%
53.12
121
0.9%
56.6
119
0.9%
31.91
118
0.9%
25.26
117
0.9%
62.02
116
0.9%
44.12
115
0.9%
25.84
112
0.9%
32.62
110
0.8%
SMALLEST VALUES
8.61
3
<0.1%
9.11
15
0.1%
9.23
10
<0.1%
9.57
5
<0.1%
11.54
2
<0.1%
11.68
13
<0.1%
11.99
15
0.1%
12.33
1
<0.1%
13.25
1
<0.1%
14.81
33
0.3%
15.05
3
<0.1%
15.13
6
<0.1%
15.56
1
<0.1%
16.38
2
<0.1%
16.75
9
<0.1%
LARGEST VALUES
71.74
10
<0.1%
70.03
88
0.7%
69.57
56
0.4%
69.13
7
<0.1%
68.88
35
0.3%
68.54
19
0.1%
67.82
8
<0.1%
67.63
23
0.2%
67.55
47
0.4%
67.18
17
0.1%
66.75
107
0.8%
66.63
221
1.7%
66.55
14
0.1%
66.24
21
0.2%
66.07
39
0.3%
Average of Jan-18
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-14
0.99
Average of Jan-15
0.99
Average of Feb-16
0.98
Average of Jan-16
0.98
Average of Feb-15
0.98
Average of Dec-17
0.98
Average of Nov-14
0.97
Average of Feb-14
0.97
Average of Nov-18
0.97
Average of Mar-14
0.97
Average of Mar-13
0.96
Average of Nov-13
0.96
Average of Mar-15
0.96
Average of Feb-13
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.97
Division
0.87
Region
0.82
patient_race
0.31
payer_type
0.20
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.11
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
63.75
285
2.2%
27.78
183
1.4%
27.77
175
1.3%
62.86
167
1.3%
25.33
158
1.2%
22.61
147
1.1%
22.24
130
1.0%
47.43
121
0.9%
22.31
119
0.9%
26.81
118
0.9%
21.83
117
0.9%
27.67
116
0.9%
62.47
116
0.9%
36.76
115
0.9%
21.9
111
0.8%
SMALLEST VALUES
5.93
15
0.1%
6.68
10
<0.1%
7.4
3
<0.1%
7.58
5
<0.1%
8.37
15
0.1%
8.47
13
<0.1%
8.88
2
<0.1%
10.76
1
<0.1%
11.12
1
<0.1%
11.45
1
<0.1%
11.86
33
0.3%
12.07
1
<0.1%
12.28
46
0.3%
12.87
29
0.2%
12.97
1
<0.1%
LARGEST VALUES
73.31
10
<0.1%
67.33
14
0.1%
66.35
88
0.7%
65.66
56
0.4%
64.83
40
0.3%
64.63
19
0.1%
63.95
32
0.2%
63.85
17
0.1%
63.83
61
0.5%
63.76
35
0.3%
63.75
285
2.2%
63.71
107
0.8%
63.59
45
0.3%
63.55
7
<0.1%
63.42
94
0.7%
Average of Feb-18
MISSING:
5
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-17
0.98
Average of Dec-13
0.98
Average of Dec-16
0.97
Average of Oct-18
0.97
Average of Jan-13
0.97
Average of Dec-14
0.97
Average of Dec-18
0.96
Average of Apr-13
0.96
Average of Feb-13
0.95
Average of Feb-14
0.95
Average of Mar-16
0.95
Average of Nov-18
0.95
Average of Feb-17
0.95
Average of Apr-18
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.83
Region
0.76
patient_race
0.26
payer_type
0.21
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
59.89
221
1.7%
37.73
183
1.4%
59.71
167
1.3%
30.27
158
1.2%
37.69
152
1.2%
27.81
144
1.1%
47.58
134
1.0%
28.2
129
1.0%
61.48
121
0.9%
28.4
119
0.9%
32.84
119
0.9%
36.58
118
0.9%
25.58
117
0.9%
58.11
116
0.9%
55.1
115
0.9%
SMALLEST VALUES
4.1
5
<0.1%
4.5
15
0.1%
4.78
2
<0.1%
4.97
10
<0.1%
5.1
15
0.1%
5.72
13
<0.1%
5.97
1
<0.1%
6.22
1
<0.1%
6.72
3
<0.1%
6.98
3
<0.1%
7.81
1
<0.1%
9.08
33
0.3%
9.23
1
<0.1%
9.78
1
<0.1%
10.05
1
<0.1%
LARGEST VALUES
75.04
88
0.7%
74.56
56
0.4%
74.06
19
0.1%
73.47
35
0.3%
73.43
7
<0.1%
73.37
8
<0.1%
72.76
23
0.2%
72.22
21
0.2%
72.17
30
0.2%
72.15
22
0.2%
71.71
26
0.2%
71.49
10
<0.1%
71.41
15
0.1%
71.39
29
0.2%
70.71
34
0.3%
Average of Mar-18
MISSING:
6
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-17
0.99
Average of Feb-17
0.97
Average of Oct-14
0.97
Average of Nov-17
0.97
Average of Feb-13
0.97
Average of Apr-16
0.97
Average of Oct-15
0.97
Average of Mar-16
0.96
Average of Nov-16
0.96
Average of Apr-18
0.96
Average of Apr-14
0.96
Average of Mar-13
0.96
Average of Mar-14
0.96
Average of Feb-16
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.84
Region
0.79
patient_race
0.26
payer_type
0.19
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.08
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
59.35
229
1.7%
37.96
183
1.4%
60.33
167
1.3%
37.95
160
1.2%
37.62
158
1.2%
37.22
154
1.2%
36.44
145
1.1%
38.81
135
1.0%
66.91
129
1.0%
34.61
123
0.9%
50.2
122
0.9%
32.92
119
0.9%
58.42
116
0.9%
31.79
116
0.9%
37.87
109
0.8%
SMALLEST VALUES
22.72
3
<0.1%
23.7
15
0.1%
23.97
2
<0.1%
23.98
3
<0.1%
24.25
1
<0.1%
24.89
5
<0.1%
25.13
9
<0.1%
25.55
15
0.1%
25.65
1
<0.1%
25.7
1
<0.1%
25.84
15
0.1%
25.9
2
<0.1%
25.99
10
<0.1%
26.33
13
<0.1%
26.53
1
<0.1%
LARGEST VALUES
71.64
10
<0.1%
70.82
54
0.4%
70.17
7
<0.1%
69.7
13
<0.1%
69.64
88
0.7%
69.43
56
0.4%
69.04
19
0.1%
67.54
8
<0.1%
67.45
3
<0.1%
67.38
14
0.1%
67.32
30
0.2%
67.27
35
0.3%
67.21
7
<0.1%
67.03
48
0.4%
66.91
129
1.0%
Average of Apr-18
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Mar-14
0.97
Average of Apr-14
0.97
Average of Feb-14
0.97
Average of Oct-14
0.97
Average of Mar-13
0.97
Average of Feb-13
0.97
Average of Mar-16
0.97
Average of Apr-13
0.97
Average of Mar-17
0.96
Average of Mar-18
0.96
Average of Nov-17
0.96
Average of Feb-17
0.96
Average of Apr-16
0.96
Average of Oct-18
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.96
Division
0.83
Region
0.80
patient_race
0.27
payer_type
0.21
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
63.34
221
1.7%
47.69
183
1.4%
66.06
167
1.3%
42.26
158
1.2%
47.68
152
1.2%
47.55
152
1.2%
41.17
144
1.1%
39.74
143
1.1%
49.7
131
1.0%
66.5
121
0.9%
39.93
119
0.9%
46.54
118
0.9%
38.84
117
0.9%
63.25
116
0.9%
56.76
115
0.9%
SMALLEST VALUES
28.79
1
<0.1%
29.03
3
<0.1%
29.24
15
0.1%
29.41
3
<0.1%
30.93
1
<0.1%
30.95
9
<0.1%
31.15
13
<0.1%
31.19
10
<0.1%
31.28
15
0.1%
31.63
6
<0.1%
32.08
33
0.3%
32.17
15
0.1%
32.81
5
<0.1%
32.91
1
<0.1%
32.94
3
<0.1%
LARGEST VALUES
76.49
88
0.7%
76.01
56
0.4%
75.79
19
0.1%
75.41
5
<0.1%
75.3
7
<0.1%
74.44
12
<0.1%
74.24
8
<0.1%
74.18
81
0.6%
73.91
10
<0.1%
73.9
61
0.5%
73.82
23
0.2%
73.48
21
0.2%
73.25
50
0.4%
73.01
30
0.2%
72.98
22
0.2%
Average of May-18
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jun-18
0.95
Average of Jun-14
0.93
Average of Jun-16
0.90
Average of Jul-16
0.90
Average of Jun-13
0.90
Average of Jul-15
0.89
Average of May-15
0.89
Average of Sep-16
0.88
Average of Aug-16
0.88
Average of Jun-17
0.88
Average of Aug-14
0.87
Average of Jun-15
0.87
Average of Aug-13
0.86
Average of May-16
0.86

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.91
Division
0.78
Region
0.75
payer_type
0.15
patient_race
0.12
breast_cancer_diagnosis_code
0.09
breast_cancer_diagnosis_desc
0.09
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
65.17
396
3.0%
63.1
221
1.7%
65.9
167
1.3%
67.44
158
1.2%
66.93
144
1.1%
64.18
143
1.1%
65.06
128
1.0%
79.54
121
0.9%
63.56
119
0.9%
61.47
117
0.9%
63.72
117
0.9%
64.01
116
0.9%
72.53
115
0.9%
66.04
110
0.8%
63.22
107
0.8%
SMALLEST VALUES
45.88
7
<0.1%
50.73
22
0.2%
52.89
1
<0.1%
53.44
1
<0.1%
53.53
7
<0.1%
53.56
1
<0.1%
53.69
1
<0.1%
53.8
7
<0.1%
53.93
3
<0.1%
54.25
1
<0.1%
54.52
10
<0.1%
54.63
7
<0.1%
54.68
30
0.2%
54.87
11
<0.1%
55.21
3
<0.1%
LARGEST VALUES
86.57
68
0.5%
82.73
30
0.2%
81.52
19
0.1%
81.32
54
0.4%
80.78
5
<0.1%
80.69
7
<0.1%
80.22
13
<0.1%
80.04
3
<0.1%
79.96
8
<0.1%
79.81
12
<0.1%
79.63
46
0.3%
79.62
21
0.2%
79.57
5
<0.1%
79.54
121
0.9%
79.46
7
<0.1%
Average of Jun-18
MISSING:
9
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jun-14
0.96
Average of Jun-16
0.96
Average of Jun-13
0.96
Average of May-18
0.95
Average of Jul-16
0.95
Average of Jun-17
0.94
Average of Aug-13
0.93
Average of Jun-15
0.92
Average of Jul-15
0.92
Average of Aug-14
0.90
Average of Jul-17
0.89
Average of Aug-16
0.89
Average of Sep-18
0.89
Average of Sep-16
0.88

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.87
Division
0.71
Region
0.64
payer_type
0.14
patient_race
0.11
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
67.45
221
1.7%
70.35
183
1.4%
72.14
167
1.3%
72.42
158
1.2%
70.33
152
1.2%
71.78
144
1.1%
84.57
121
0.9%
68.68
119
0.9%
69.41
118
0.9%
68.6
117
0.9%
69.54
116
0.9%
77.56
115
0.9%
70.23
109
0.8%
67.67
107
0.8%
70.38
106
0.8%
SMALLEST VALUES
53.46
7
<0.1%
56.15
8
<0.1%
57.77
28
0.2%
57.86
1
<0.1%
57.88
42
0.3%
58.05
33
0.3%
58.63
10
<0.1%
58.79
1
<0.1%
58.99
7
<0.1%
59.04
11
<0.1%
59.08
23
0.2%
59.14
11
<0.1%
59.24
7
<0.1%
59.39
14
0.1%
59.42
14
0.1%
LARGEST VALUES
90.66
5
<0.1%
90.05
41
0.3%
89.13
46
0.3%
88.48
12
<0.1%
88.29
61
0.5%
87.75
50
0.4%
87.15
7
<0.1%
86.86
4
<0.1%
86.72
7
<0.1%
85.86
1
<0.1%
85.82
9
<0.1%
85.68
30
0.2%
85.59
68
0.5%
85.37
19
0.1%
85.28
3
<0.1%
Average of Jul-18
MISSING:
46
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Aug-18
0.96
Average of Aug-15
0.95
Average of Jul-17
0.94
Average of Jul-14
0.94
Average of Aug-13
0.94
Average of Aug-17
0.94
Average of Jul-16
0.94
Average of Jun-13
0.93
Average of Jun-16
0.93
Average of Aug-14
0.93
Average of Jun-17
0.93
Average of Jul-15
0.93
Average of Jun-15
0.92
Average of Jul-13
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.66
Division
0.50
Region
0.44
payer_type
0.13
patient_race
0.13
breast_cancer_diagnosis_code
0.08
breast_cancer_diagnosis_desc
0.08
metastatic_cancer_diagnosis_code
0.05
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
75.86
221
1.7%
77.2
198
1.5%
80.81
176
1.3%
76.68
158
1.2%
74.65
155
1.2%
77.22
154
1.2%
74.22
132
1.0%
83.68
129
1.0%
71.54
126
1.0%
84.85
121
0.9%
72.13
119
0.9%
78.4
118
0.9%
76.37
118
0.9%
72.89
117
0.9%
78.82
115
0.9%
SMALLEST VALUES
58.54
7
<0.1%
64.09
22
0.2%
64.15
10
<0.1%
64.74
8
<0.1%
65.43
6
<0.1%
65.72
3
<0.1%
66.16
42
0.3%
66.18
28
0.2%
66.36
33
0.3%
66.44
11
<0.1%
66.47
3
<0.1%
66.5
3
<0.1%
66.59
1
<0.1%
66.7
7
<0.1%
66.78
14
0.1%
LARGEST VALUES
96.43
5
<0.1%
95.3
41
0.3%
94.08
12
<0.1%
93.69
46
0.4%
93.15
61
0.5%
92.84
50
0.4%
91.04
58
0.4%
90.59
13
<0.1%
89.46
8
<0.1%
87.6
40
0.3%
87.56
73
0.6%
87.24
104
0.8%
87.16
55
0.4%
87.1
31
0.2%
87.06
85
0.6%
Average of Aug-18
MISSING:
16
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jul-18
0.96
Average of Jul-16
0.95
Average of Aug-15
0.94
Average of Jun-13
0.94
Average of Jun-17
0.93
Average of Aug-16
0.93
Average of Jun-16
0.93
Average of Jun-14
0.93
Average of Aug-14
0.93
Average of Jul-17
0.92
Average of Sep-18
0.92
Average of Jul-15
0.92
Average of Sep-16
0.92
Average of Aug-13
0.92

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.75
Division
0.53
Region
0.48
patient_race
0.16
payer_type
0.15
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
75.24
221
1.7%
77.82
183
1.4%
79.66
167
1.3%
75.08
167
1.3%
77.23
158
1.2%
77.83
152
1.2%
76.81
128
1.0%
72.55
128
1.0%
85.09
121
0.9%
76.72
120
0.9%
77.55
117
0.9%
73.04
117
0.9%
77.39
116
0.9%
74.29
113
0.9%
77.72
109
0.8%
SMALLEST VALUES
56.2
7
<0.1%
60.98
22
0.2%
62.77
7
<0.1%
62.99
3
<0.1%
63.21
10
<0.1%
63.41
1
<0.1%
63.46
8
<0.1%
63.66
3
<0.1%
63.7
11
<0.1%
63.94
1
<0.1%
64.12
7
<0.1%
64.48
3
<0.1%
64.49
10
<0.1%
64.52
6
<0.1%
64.85
15
0.1%
LARGEST VALUES
95.77
5
<0.1%
94.04
41
0.3%
92.12
46
0.3%
91.63
50
0.4%
91.02
12
<0.1%
90.66
61
0.5%
89.79
58
0.4%
88.49
13
<0.1%
86.51
3
<0.1%
86.24
8
<0.1%
86.06
54
0.4%
86.01
5
<0.1%
85.98
38
0.3%
85.75
30
0.2%
85.73
8
<0.1%
Average of Sep-18
MISSING:
7
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Sep-16
0.97
Average of Apr-17
0.93
Average of Jun-16
0.93
Average of May-14
0.93
Average of Jun-14
0.93
Average of Aug-18
0.92
Average of May-17
0.92
Average of May-13
0.92
Average of Jun-13
0.92
Average of Jun-15
0.92
Average of May-16
0.92
Average of Jul-16
0.92
Average of Aug-17
0.91
Average of Sep-17
0.91

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.88
Division
0.65
Region
0.64
payer_type
0.19
patient_race
0.17
breast_cancer_diagnosis_code
0.07
breast_cancer_diagnosis_desc
0.07
metastatic_cancer_diagnosis_code
0.06
metastatic_first_novel_treatment
0.00
metastatic_first_novel_treatment_type
0.00
patient_gender
0.00
MOST FREQUENT VALUES
71.1
221
1.7%
69.92
183
1.4%
75.22
167
1.3%
69.89
158
1.2%
69.93
152
1.2%
68.87
150
1.1%
70.9
149
1.1%
70.88
147
1.1%
72.64
122
0.9%
80.61
121
0.9%
73.11
121
0.9%
66.17
119
0.9%
68.91
118
0.9%
66.02
117
0.9%
78.71
115
0.9%
SMALLEST VALUES
51.83
7
<0.1%
52.73
8
<0.1%
53.4
5
<0.1%
54.69
2
<0.1%
54.97
11
<0.1%
55.26
5
<0.1%
55.53
7
<0.1%
55.57
23
0.2%
55.92
15
0.1%
55.99
1
<0.1%
56.17
1
<0.1%
56.18
6
<0.1%
56.22
1
<0.1%
56.25
7
<0.1%
56.3
10
<0.1%
LARGEST VALUES
89.19
5
<0.1%
88.68
46
0.3%
88.08
12
<0.1%
87.7
50
0.4%
87.53
61
0.5%
86.81
41
0.3%
85.1
58
0.4%
83.95
29
0.2%
83.81
34
0.3%
83.8
22
0.2%
83.61
21
0.2%
83.44
19
0.1%
83.38
30
0.2%
83.34
27
0.2%
83.3
28
0.2%
Average of Oct-18
MISSING:
7
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Jan-17
0.98
Average of Mar-16
0.98
Average of Apr-13
0.98
Average of Apr-14
0.98
Average of Oct-13
0.98
Average of Dec-16
0.98
Average of Feb-17
0.98
Average of Jan-13
0.97
Average of Feb-18
0.97
Average of Dec-18
0.97
Average of Dec-14
0.97
Average of Apr-15
0.96
Average of Feb-13
0.96
Average of Oct-14
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.94
Division
0.77
Region
0.71
patient_race
0.25
payer_type
0.21
breast_cancer_diagnosis_code
0.10
breast_cancer_diagnosis_desc
0.10
metastatic_cancer_diagnosis_code
0.09
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
68.95
221
1.7%
49.97
212
1.6%
70.54
201
1.5%
55.95
183
1.4%
53.28
158
1.2%
55.92
152
1.2%
52.11
144
1.1%
49.52
134
1.0%
54.75
125
0.9%
72.46
121
0.9%
49.79
119
0.9%
68.64
116
0.9%
56.53
115
0.9%
64.14
115
0.9%
55.79
109
0.8%
SMALLEST VALUES
37.54
2
<0.1%
37.95
5
<0.1%
38.06
15
0.1%
38.45
3
<0.1%
38.58
10
<0.1%
38.79
15
0.1%
39.26
13
<0.1%
39.54
3
<0.1%
39.84
1
<0.1%
40.36
1
<0.1%
40.51
1
<0.1%
41.06
1
<0.1%
41.08
33
0.3%
41.14
1
<0.1%
41.22
1
<0.1%
LARGEST VALUES
81.46
88
0.7%
81.21
19
0.1%
80.93
56
0.4%
80.16
8
<0.1%
80.09
7
<0.1%
79.42
23
0.2%
79.4
35
0.3%
79.34
21
0.2%
79.15
29
0.2%
79.1
30
0.2%
79.08
15
0.1%
78.98
22
0.2%
78.5
26
0.2%
78.34
34
0.3%
78.16
19
0.1%
Average of Nov-18
MISSING:
12
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Nov-13
0.99
Average of Dec-18
0.99
Average of Dec-17
0.99
Average of Jan-16
0.99
Average of Nov-14
0.99
Average of Dec-14
0.99
Average of Dec-13
0.98
Average of Dec-16
0.98
Average of Feb-13
0.98
Average of Jan-13
0.98
Average of Jan-15
0.97
Average of Feb-14
0.97
Average of Feb-16
0.97
Average of Jan-18
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.95
Division
0.82
Region
0.74
patient_race
0.29
payer_type
0.20
breast_cancer_diagnosis_code
0.12
breast_cancer_diagnosis_desc
0.12
metastatic_cancer_diagnosis_code
0.11
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
65.46
229
1.7%
42.18
183
1.4%
65.23
167
1.3%
35.18
158
1.2%
42.16
154
1.2%
34.1
145
1.1%
47.25
134
1.0%
58.14
121
0.9%
34.16
119
0.9%
41.06
118
0.9%
32.85
117
0.9%
64.03
116
0.9%
42.04
115
0.9%
42.06
114
0.9%
41.46
114
0.9%
SMALLEST VALUES
19.15
2
<0.1%
19.19
5
<0.1%
20.2
10
<0.1%
20.3
15
0.1%
20.61
3
<0.1%
20.8
15
0.1%
21.43
13
<0.1%
22.72
1
<0.1%
23.3
33
0.3%
23.55
1
<0.1%
24.18
1
<0.1%
24.24
1
<0.1%
24.35
1
<0.1%
24.68
1
<0.1%
25.24
22
0.2%
LARGEST VALUES
76.3
88
0.7%
75.99
10
<0.1%
75.81
56
0.4%
75.67
19
0.1%
74.36
35
0.3%
73.41
7
<0.1%
73.07
8
<0.1%
72.07
23
0.2%
70.99
21
0.2%
70.8
15
0.1%
70.31
30
0.2%
70.21
26
0.2%
70.14
14
0.1%
70.08
22
0.2%
69.62
34
0.3%
Average of Dec-18
MISSING:
33
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Average of Dec-14
0.99
Average of Jan-13
0.99
Average of Nov-18
0.99
Average of Nov-13
0.99
Average of Dec-16
0.99
Average of Dec-13
0.98
Average of Dec-17
0.98
Average of Feb-13
0.98
Average of Jan-17
0.98
Average of Jan-16
0.98
Average of Nov-14
0.97
Average of Oct-18
0.97
Average of Nov-17
0.97
Average of Nov-16
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
patient_state
0.92
Division
0.78
Region
0.69
patient_race
0.27
payer_type
0.19
breast_cancer_diagnosis_code
0.11
breast_cancer_diagnosis_desc
0.11
metastatic_cancer_diagnosis_code
0.10
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
59.46
221
1.7%
37.27
184
1.4%
58.38
167
1.3%
47.3
158
1.2%
55.77
158
1.2%
34.16
158
1.2%
37.26
152
1.2%
37.49
147
1.1%
32.5
144
1.1%
32.28
120
0.9%
36.54
118
0.9%
30.86
117
0.9%
57.7
116
0.9%
32.09
116
0.9%
59.37
115
0.9%
SMALLEST VALUES
15.38
1
<0.1%
16.21
2
<0.1%
16.69
5
<0.1%
17.8
15
0.1%
18.29
10
<0.1%
18.54
15
0.1%
19.0
3
<0.1%
19.34
13
<0.1%
20.14
10
<0.1%
20.58
8
<0.1%
20.74
33
0.3%
20.89
6
<0.1%
21.0
7
<0.1%
21.45
3
<0.1%
21.53
22
0.2%
LARGEST VALUES
73.54
10
<0.1%
71.04
88
0.7%
70.69
56
0.4%
70.01
19
0.1%
69.03
35
0.3%
67.97
7
<0.1%
67.77
14
0.1%
67.34
8
<0.1%
66.23
23
0.2%
65.08
21
0.2%
64.83
30
0.2%
64.33
22
0.2%
64.25
15
0.1%
64.03
29
0.2%
63.8
26
0.2%
metastatic_diagnosis_period
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
patient_age
-0.06
labor_force_participation
-0.04
family_dual_income
-0.04
education_bachelors
-0.03
income_household_10_to_15
0.03
Average of May-15
0.03
poverty
0.03
widowed
0.03
patient_zip3
-0.03
income_household_15_to_20
0.03
education_college_or_above
-0.03
family_size
0.03
income_household_under_5
0.03
education_less_highschool
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
breast_cancer_diagnosis_code
0.65
breast_cancer_diagnosis_desc
0.65
metastatic_cancer_diagnosis_code
0.12
patient_state
0.10
payer_type
0.08
patient_race
0.05
Division
0.04
Region
0.03
metastatic_first_novel_treatment
0.01
metastatic_first_novel_treatment_type
0.01
patient_gender
0.00
MOST FREQUENT VALUES
0
3,126
23.7%
28
140
1.1%
14
140
1.1%
21
134
1.0%
7
129
1.0%
22
107
0.8%
13
107
0.8%
29
104
0.8%
20
101
0.8%
8
94
0.7%
27
93
0.7%
35
92
0.7%
36
90
0.7%
41
87
0.7%
1
87
0.7%
SMALLEST VALUES
0
3,126
23.7%
1
87
0.7%
2
63
0.5%
3
64
0.5%
4
56
0.4%
5
63
0.5%
6
75
0.6%
7
129
1.0%
8
94
0.7%
9
68
0.5%
10
79
0.6%
11
59
0.4%
12
64
0.5%
13
107
0.8%
14
140
1.1%
LARGEST VALUES
365
17
0.1%
364
34
0.3%
363
11
<0.1%
362
15
0.1%
361
7
<0.1%
360
10
<0.1%
359
15
0.1%
358
7
<0.1%
357
21
0.2%
356
16
0.1%
355
9
<0.1%
354
10
<0.1%
353
8
<0.1%
352
15
0.1%
351
13
<0.1%